{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Optional Lab - Simple Neural Network\n",
    "In this lab, we will build a small neural network using Numpy. It will be the same \"coffee roasting\" network you implemented in Tensorflow.\n",
    "   <center> <img  src=\"./images/C2_W1_CoffeeRoasting.png\" width=\"400\" />   <center/>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('./deeplearning.mplstyle')\n",
    "import tensorflow as tf\n",
    "from lab_utils_common import dlc, sigmoid\n",
    "from lab_coffee_utils import load_coffee_data, plt_roast, plt_prob, plt_layer, plt_network, plt_output_unit\n",
    "import logging\n",
    "logging.getLogger(\"tensorflow\").setLevel(logging.ERROR)\n",
    "tf.autograph.set_verbosity(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## DataSet\n",
    "This is the same data set as the previous lab."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(200, 2) (200, 1)\n"
     ]
    }
   ],
   "source": [
    "X,Y = load_coffee_data();\n",
    "print(X.shape, Y.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's plot the coffee roasting data below. The two features are Temperature in Celsius and Duration in minutes. [Coffee Roasting at Home](https://www.merchantsofgreencoffee.com/how-to-roast-green-coffee-in-your-oven/) suggests that the duration is best kept between 12 and 15 minutes while the temp should be between 175 and 260 degrees Celsius. Of course, as the temperature rises, the duration should shrink. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt_roast(X,Y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Normalize Data\n",
    "To match the previous lab, we'll normalize the data. Refer to that lab for more details"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Temperature Max, Min pre normalization: 284.99, 151.32\n",
      "Duration    Max, Min pre normalization: 15.45, 11.51\n",
      "Temperature Max, Min post normalization: 1.66, -1.69\n",
      "Duration    Max, Min post normalization: 1.79, -1.70\n"
     ]
    }
   ],
   "source": [
    "print(f\"Temperature Max, Min pre normalization: {np.max(X[:,0]):0.2f}, {np.min(X[:,0]):0.2f}\")\n",
    "print(f\"Duration    Max, Min pre normalization: {np.max(X[:,1]):0.2f}, {np.min(X[:,1]):0.2f}\")\n",
    "norm_l = tf.keras.layers.Normalization(axis=-1)\n",
    "norm_l.adapt(X)  # learns mean, variance\n",
    "Xn = norm_l(X)\n",
    "print(f\"Temperature Max, Min post normalization: {np.max(Xn[:,0]):0.2f}, {np.min(Xn[:,0]):0.2f}\")\n",
    "print(f\"Duration    Max, Min post normalization: {np.max(Xn[:,1]):0.2f}, {np.min(Xn[:,1]):0.2f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Numpy Model (Forward Prop in NumPy)\n",
    "<center> <img  src=\"./images/C2_W1_RoastingNetwork.PNG\" width=\"200\" />   <center/>  \n",
    "Let's build the \"Coffee Roasting Network\" described in lecture. There are two layers with sigmoid activations."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "As described in lecture, it is possible to build your own dense layer using NumPy. This can then be utilized to build a multi-layer neural network. \n",
    "\n",
    "<img src=\"images/C2_W1_dense3.png\" width=\"600\" height=\"450\">\n",
    "\n",
    "In the first optional lab, you constructed a neuron in NumPy and in Tensorflow and noted their similarity. A layer simply contains multiple neurons/units. As described in lecture, one can utilize a for loop to visit each unit (`j`) in the layer and perform the dot product of the weights for that unit (`W[:,j]`) and sum the bias for the unit (`b[j]`) to form `z`. An activation function `g(z)` can then be applied to that result. Let's try that below to build a \"dense layer\" subroutine."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, you will define the activation function `g()`. You will use the `sigmoid()` function which is already implemented for you in the `lab_utils_common.py` file outside this notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define the activation function\n",
    "g = sigmoid"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, you will define the `my_dense()` function which computes the activations of a dense layer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def my_dense(a_in, W, b):\n",
    "    \"\"\"\n",
    "    Computes dense layer\n",
    "    Args:\n",
    "      a_in (ndarray (n, )) : Data, 1 example \n",
    "      W    (ndarray (n,j)) : Weight matrix, n features per unit, j units\n",
    "      b    (ndarray (j, )) : bias vector, j units  \n",
    "    Returns\n",
    "      a_out (ndarray (j,))  : j units|\n",
    "    \"\"\"\n",
    "    units = W.shape[1]\n",
    "    a_out = np.zeros(units)\n",
    "    for j in range(units):               \n",
    "        w = W[:,j]                                    \n",
    "        z = np.dot(w, a_in) + b[j]         \n",
    "        a_out[j] = g(z)               \n",
    "    return(a_out)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Note: You can also implement the function above to accept `g` as an additional parameter (e.g. `my_dense(a_in, W, b, g)`). In this notebook though, you will only use one type of activation function (i.e. sigmoid) so it's okay to make it constant and define it outside the function. That's what you did in the code above and it makes the function calls in the next code cells simpler. Just keep in mind that passing it as a parameter is also an acceptable implementation. You will see that in this week's assignment.*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following cell builds a two-layer neural network utilizing the `my_dense` subroutine above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def my_sequential(x, W1, b1, W2, b2):\n",
    "    a1 = my_dense(x,  W1, b1)\n",
    "    a2 = my_dense(a1, W2, b2)\n",
    "    return(a2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can copy trained weights and biases from the previous lab in Tensorflow."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "W1_tmp = np.array( [[-8.93,  0.29, 12.9 ], [-0.1,  -7.32, 10.81]] )\n",
    "b1_tmp = np.array( [-9.82, -9.28,  0.96] )\n",
    "W2_tmp = np.array( [[-31.18], [-27.59], [-32.56]] )\n",
    "b2_tmp = np.array( [15.41] )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Predictions\n",
    "<img align=\"left\" src=\"./images/C2_W1_RoastingDecision.PNG\"     style=\" width:380px; padding: 10px 20px; \" >\n",
    "\n",
    "Once you have a trained model, you can then use it to make predictions. Recall that the output of our model is a probability. In this case, the probability of a good roast. To make a decision, one must apply the probability to a threshold. In this case, we will use 0.5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's start by writing a routine similar to Tensorflow's `model.predict()`. This will take a matrix $X$ with all $m$ examples in the rows and make a prediction by running the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def my_predict(X, W1, b1, W2, b2):\n",
    "    m = X.shape[0]\n",
    "    p = np.zeros((m,1))\n",
    "    for i in range(m):\n",
    "        p[i,0] = my_sequential(X[i], W1, b1, W2, b2)\n",
    "    return(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can try this routine on two examples:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_tst = np.array([\n",
    "    [200,13.9],  # postive example\n",
    "    [200,17]])   # negative example\n",
    "X_tstn = norm_l(X_tst)  # remember to normalize\n",
    "predictions = my_predict(X_tstn, W1_tmp, b1_tmp, W2_tmp, b2_tmp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To convert the probabilities to a decision, we apply a threshold:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "decisions = \n",
      "[[1.]\n",
      " [0.]]\n"
     ]
    }
   ],
   "source": [
    "yhat = np.zeros_like(predictions)\n",
    "for i in range(len(predictions)):\n",
    "    if predictions[i] >= 0.5:\n",
    "        yhat[i] = 1\n",
    "    else:\n",
    "        yhat[i] = 0\n",
    "print(f\"decisions = \\n{yhat}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This can be accomplished more succinctly:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "decisions = \n",
      "[[1]\n",
      " [0]]\n"
     ]
    }
   ],
   "source": [
    "yhat = (predictions >= 0.5).astype(int)\n",
    "print(f\"decisions = \\n{yhat}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Network function"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This graph shows the operation of the whole network and is identical to the Tensorflow result from the previous lab.\n",
    "The left graph is the raw output of the final layer represented by the blue shading. This is overlaid on the training data represented by the X's and O's.   \n",
    "The right graph is the output of the network after a decision threshold. The X's and O's here correspond to decisions made by the network.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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JyWh8se3vKAW6Si084yMhISEhIfEaeab8YMpBRshpu8RrQyaTPbeMIym4EhISbz9xcVCrFqxfn3n7+vXm7XFxz93UwYMHadiwIQEBATRq1OilXWbv3btH3759M21bsWIFJUuWpEGDBrRr1w6dTvdSbYO5TuzmzZtf+vi8QNJvJSQkJCTeWtLjYG8tuPcf2eHeevP29OeXHYKCgvD39ycgIIC2bdui1WpfqCvffPMNQUFBnD9/nuXLl+d4jjt37rxQe0+j0Wj47LPPaNCgAXXq1OGzzz57oT4+Td++fbl3716mbY/lmxo1avDXX3+9dNsAW7duJe4FZLf/Iim4EhISbzdxcdCkCZw6BT16PFFy1683/33qlPn75xgoY2JimDRpElu3biUoKIitW7diZWWVp90dNWoUgYGBVKlShT179rx0O2+EgisIuX4kJCQkJCTeSNLj4EATiD0Fx3s8UXLvrTf/HXvK/P0LKLm9evUiKCiIWrVqsXHjxoztT9d4fxYVKlRgwIAB2X73IgpudkyZMoWaNWsSGBjIkSNH6NKly0u3lR2urq4EBgYSGBjI3LlzX6ktScF9ATb/cIphFVeSmpj+ursiISGRFxiN0KIFnDtn/ttkMiu17dqZ//94Ujl3zrzfM9yVd+zYQc+ePTNK1Nja2lKxYkUAZsyYQe3atWnYsCEPHjzIcdvXX39N3bp1mT59eq7nSkhIAMBgMNCtWzfq1atHt27dMBgMhIWFZaywfvrppwAcO3aM6tWr06BBA5YvX87SpUvZu3cvAQEBREdHv+idyxMEIfePhEReE3I1lmEVV3J+773X3RUJCYm3FZMRglpA/CPZQTSZldpD7cz/Fx/JDvHnzPu9oLtyhQoVePjwIX379uXzzz+nefPmaDQaunXrRsOGDenSpQt6vZ64uDgaNGhAixYtOHXqFGBWYidMmADAkiVLqFGjBg0aNOD69eusWLGCESNGMGLEiOdu72mOHj1Kz549M/6uV68eAA8ePKBhw4bUrl2bGTNm5Ljt7t27VK9enTZt2uSqaKekpKDX6wHYt28fNWrUoEaNGhkJJqdPn079+vWpXr06wcHBAPTp04f69evToEEDHjx4wK5du+jRowc//vjjC937x/xfKbi1O5UAYELAev6ed/Y190ZCQuKVkcth2DB4Or7GZIJt254ot2D+ftgw8/65EBYWhqenJwC///47derUYeTIkURERHDgwAGOHj3KlClTmD59erbbwsPDOXXqFIcPH87IDPxffvzxR8qWLcupU6do1qwZW7Zs4f333+fQoUOULl2aTZs24eLiwt69ezly5AhJSUncvHmTnTt3MmPGDAIDA+nfvz8fffQRTZo0ISgoCFdX11e+lRISbwNeJRxxcLdi5eiDDKu4kjvno153lyQkJN42ZHIoOQyEp2QH0QQPtz1RbsH8fclh5v1fgEOHDlGihFnnqF27Nnv27GHZsmW0adOGAwcOEBAQwMaNG1m2bBkDBw5k586dGP+zAB8VFcWGDRs4evQogYGBFC9enL59+zJr1ixmzZr1wu2BOQvxY5o2bUqZMmV4+PAhM2bMYPLkyRnnCgsLy3bbjz/+yOzZs9m8eTOxsbFZ2o+OjqZ+/fqUKFGCcePGAWZX6T179rBnzx6+/vprAIYMGcLBgwdZu3YtM2fORK/X8/DhQw4ePMiBAwfw8/OjefPmrF27llGjRr3QvX/M/5WC617EgTnBfajduSQHVlxmWMWVRN5JeN3dkpCQeBW6doW1azMruU8jk5m/79r1mU15enoSFhYGQPfu3VmzZg0xMTHcu3ePcuXKAVClShVu3bqV7bb79+9nbKtcuXK25xg1ahTnz5/H3t6euLg4bt++TaVKlTK1ExsbS6dOnQgICODIkSOEhYXxySef8Oeff9KzZ09Onz79Qrcov5AJuX8kJPIauULGpF2d+XpHRwAW9NvJsIorib6f9Jp7JiEh8VZRqCvUXJtZyX0aQWb+vtCzZYfHrF69mgYNGpCQkEDbtm2BJ7LAtWvXmDt3LgEBAaxcuZKoqCju3LmT4SX2WA54zN27d6lUqRLyRwvz/02U9aLt/Zc9e/ZQpUoVDAZDJjmkQoUK3L17N9ttj9tXKBQZss7TuLq6cvDgQTZs2JAR/ysIAnZ2dtjZ2WVcy+rVq6lXrx4DBw4kLCwMpVJJnz596NmzJxMmTHghl+6c+L9ScB/TaXwNJu/9EIDvO25j0Ue7MZnEZxwl8SaRojVxM0zHgxh9phUpif9TunaF1q2z/6516+dSbgFatmzJ6tWrSUxMBMzuwwCFChXiwoULAJw5c4aiRYtmu83f359Lly4BZLjdZIdcLufzzz9nzpw5FC1alLNnz2Zq5/fff6ddu3YEBQVRu3ZtRFHE0dGRxYsX88MPPzBp0iSUSmW2K7QFiZRkSuJ14ehpw5zgPoxY1wqAae22MLb2WlLiXiyxi8S7RWyykRthOqISDa+7KxJvA4W6gncOsoN36xdSbsEcgxsYGMiiRYuyKKYlS5Zk9OjRBAUFceLECT799FMKFy6cIUf8V2YoUqQIwcHBGcqeyWTKNO+/aHsAtWrVYvXq1Rl/P5ZxnpZDgoODKVSoULbbHrdvNBozZJ3saNy4MWfPniU+Ph6TyURSUhJJSUkZfV+8eDFBQUH88ssviKKI0WikW7durFmzhujoaE6fPv3KMs7/bR1cOxdL5gT34dimG2z47jgjKq9i0PxGvF/X53V3TSIXbkXomPN3An+dTsXZVk6q1oS9tYyPmtgzoJEdcsls9P/J+vXw99/Zf/f33+bvn0PJdXV15ZtvvqFt27bIZDIUCgVjx47Fw8ODBg0aUKtWLVQqFStXrsx2m6enJ5UrV6Zu3bqUL18+13M1adKECRMmMHnyZDZu3Ei9evXw9PRkzJgxXL58md69e7N169aM/X/++Wc2b95MSkoKY8aMwcPDg7i4ODp16sTSpUtxcnJ6kTuWJwiSGivxmvEp5cyc4D5cPfyQX77cz8RGf+Bd0okvV7RAZfF/K+L833H4qoZ52xM4eVOLi52c2CQjZf1VfN7SgRYVC6YuuMRbyL31EJqD7BD6t/n7F1Ryc+Kjjz5i0KBBLF68GFEUmT59OgMHDqRjx46sWrUKtVqdaX9XV1c6duxIrVq1sLS05KeffiIgIIBx48Zx8uRJRo0a9ULtAUyaNInhw4ezbNkyVCoVxYsXx8PDg9GjR9OnTx90Oh2tW7fG29s7220jR46ke/fuuLu74+7unuv19ujRg99++41JkybRpEkTwJzkCqBatWrUq1cvIwY4OTmZNm3aYDQasbOzo2zZsjRr1oxPP/2Uzp078/HHH7/w/RbEd8z89djyAqC2tn+uYww6IzPbbyYxKg2lWs6EvV1QWSrzq4v5yriqK5l+us/r7ka+cO6Olp5zIxjY2J5eAba42ikQRZETN7R8vzkORxs5yz51RyGXhO53jYTYaNzccogzXb8eoWcPhFxcWkSZDHHN87kpv+1ERUXj4Gy+V+mpT8ZDe/vnGw+fxdNj7IyjkbnuO6b2kwkwr84v8Xby9HuTn+/C40VrgPKN/ek9oz6yd3Thc1jFlcwJfjfn+xdhVVASUzfFMbGTEx1r2mCpkqEziPxzJpVv/oilX0M7hrV2fN3dlHhNREdHZ5+n4nG2ZDEXd9iXcFOWyF+efp65zSv/ly7K/0WhkjN2e2cG/dQMfbqRSfV+59Dqy6+7WxJPka4X6bcggtn9XBnexhFXO/PK/IMYAwcva3CxlXH2lpZPf44kXf9OrdlI5IbRiDB3TiblVpTJENu2RXwqXkUwmRDmznlmFmWJF0PKoizxplGrYwnmBPehYd8yXNh3nxGVV7F94bnX3S2JfOLfUB2T/4xj+1de9Kxvh6XKPO6n60XiU81W3Blb4vlyWRTRktuyxGNMRrg+J2tCKZ+2WRNPXZ/zwlmUJV4/koL7FEUqezDtVG/KNPRn5/yzjKu6kvjwlDxrP0VjYsWBRAYviWTgoghmbosjPF4acJ+Hv0+nUNxLRfNHrkYGo8joVdE0m/yQNJ2JD6rY0KOeHTvOpVF55D2O/at5zT2WKBDkcsQdOxEfJUIQZTLE1WtIXreZ5F9WZyi5YqVKiDt2PjOLssSLISWZknhTaT2kMrPO9KJcI3/2Lb/EsIorObH5Rr6dz2QS2Xcxjc9+iaLnvAiGr4jm9C2tlCMin1m6N5EBjewo5qHK2LbpRAplht0n8LKGlpWsaV/dmsDLGiqPCmHmtnjpmUiYsyIH7ATHR4mYHltq623NnHjKsZJ5v+fIomwSRRLTjMQkGYlPMWIwSu/Z60QKUPkPgiDQY0YAcaHJ/NhuMz+02US5poXo+l09hFcwSfx9OoWRK6KpVcqS5pWsUSsEjl/XUH9CCP0a2jG2g9Mrtf+us/t8Kp1q2mT8PXZ1DPei9Zz+0R9byyfrNDuDU+kVYMvARRGsH+FFuUJZYxDeRkRR5Mg1DZfu65DJoFpxCyoWVkvvDICTE+KevdCyBamfDOFB3Q4IsQasWndGs9iE7ZL5RK39Gy97xwIb8NL1JuJSTKTrRQTAxlKGo7Usz1wlRVEkIdVEbLIRjc48iVpbCLjYFrQCL71/Em8uMrmMfjMD0GkMzOuzgz++Pc4f3x5n8KLGlKrlnWfnuROpp/ucCBRy6FHPFg8HBXci9QxYHImfi4KVX3jgXOC/zf8PdpxNZftXT57lznOpjFsTwz/jvCjrb57/21S1ofAnd7kwy49OMyNQymFIq/8/l+XENCP/nEklOsmIo7WcVlWs/7/fS7UTNNxrrnNbctgTN+TH/78+x6zcqnPPbyGKIjFJRiITjagUAmqlgMEoEhJjwNFGhpeT4rXmhxFFkRStaFa6TaCQgYONDFsLWb7JkKIokqwxEZ1kJFUrIgKWKrOM4mAjQ1YAsquk4OaAk7ct00/3IWjFJXYvOsfFPfcYvKwFhcq7vXBb+y+aB9yNo58MuADtqtswqp0T3eeEI5fFM7p9wSeJeVtI0Yo42ZgH4tsROnacS+XUDD9sLDM7IThayyjppWJMByd+2BLHmmGe+d63dL3I7QgdJhEKuSmxschbx4jAy2l8tSYGpUKg3vuWGIwiy/cl4mAtZ2ZfV8q/I0r8K+HkROyuw0Qki/g5K7GxeOQj+1FPjP26okyGW+E6inmq8jRG22QSSUgzkZBqxPho4hCBtHQRJxsZDtYyTCIkphoJjzfg56LAzurVBAqTSeRulB6TCK52cmwtZIhAUpqJ8HgjN+9paeQoFsiEKqm3Em8DKksFo/5sQ3Kchu8+2MzPn+0DYOT61niXfLV5NybJSJvpYXz5gQODGttlEhiHtXLgq99j6TQznN0TvVEppF9MXpOiFXGyfeSpI4pMXB/Lzx+7ZZK1bC1liCI428r5Y4QHdcY/pF9De+ysXo8T42OZwWiCwu55LzP8F71BZPKfsawKSqZeaUv8XRVcuKdj4rpYOtSwYXpP5wzX7v871E7Q5FhWC22hruDX+bkst+HxRhLTTBR1V2KpfnIf9QaR0DgDtyP0FPNQ5nsuAL1BJDbFSLLGhCiChVLA3lpGRIIRo0nE2VaOnUJAZxAJjTUiCEaKuClQKfP22YuiyIMYA6npJtzsFfi5yhAwVz+JSjQSk2ykqIcy32UUScF9BgF9y1KzcymmNFrHzwN34uhlw/CN7VAon09IFUWRbzfEMaefa6YB9zEudnJWD/GgzvgQBjS2//9eTcsFbycF/z7U0bSCNauDkuhe1zaLcqs3iNyK0OPtpKByUQumb4ojNNaAt3P+vOZJaUbm/ZPAusNJONrIUcgFwuMNtK9uw7DWjng4vth5IxMM/H4omX9DdSjkULOkJU42MkaujGHRR24ElLbMEJ6mmkQ2n0ih26ywd8pS/bIYjCJXwwxcuK8jJikFW0sZrapYU8JLhVypwNPJ7D4UkWDAxzlvEshp0k3cjdJjoRRwspWjlAtEJBhISxdRKsy/bZXC/I462Zgzft+L0lPITcD6FQSakFgDSrmAr4sikzDtZCvHwVrGpZsiP26JZ2zH/F8wkxwIJN4mbJ0smXG8B1H3Epnefiszu5qzp07a1QkH95fLtPvz3kQalrXkoyZZE2fJZALTejjTaloYW0+l8GEt21fqv0RWfJwVXAvRUauUJceva5EJEFDaMtM+tyJ02FvLUCsF/FyUBJSxZMPxZAY0KtjEd0lpJub8Hc+qg8k42shQyATC4g10rGHDyDaOrySr6Awif51OYd9FDVq9SBF3Bb3r2+HnomDQkkiSNCZO/+CLu8OTc8SlGBmxIoausyPYONIT5f/rAoxMzoV76ew+n4Ym3YS/m5IO1W2eazFak272pCrlo0L5n8VzpULA39XszRGTbMTNPv9UrrgUIw9jDNhby3CzlyMXBJK1Ju5G6lEpBUp5qTIp2K52IlGJRm5F6CnhlbcL/xEJRnR6kZJeqkxKrIO1HHsrGSExBh5EGyjsnr/JfP9Pl2xeDLW1kqknetNrZgPiw1KYWGsNZ/66+VzHBt9NR6MTaVTOKsd93B0UNK9ozZ9Hk/Oqy7kiimK+1v2NTTYyf3s89SeEUPrLe9QZ/4CZ2+KITHj5eONudW1ZdTAJg1HkVrieykUtsuyzKziVwu5KiniosFLLeM9Hxe1I3atcSo7EpRhpPS2M6CQj/3zlzdHpfhz8zpeD3/liqRJo8W0o96P1z9WWKIrM2BJHnfEhhMYZaFLeitqlLNl5LpX+CyMZ2NiOBmWsMikzMplAp1q2TOrqwpjV0flyjW8LBqPIyJXRdJsbwYX76VhbyIhKMtJqWhidfgzLSCziZq8gIcWEMZd3PygoiMKF/GnYIIC6dWpz7dq1bPfTG0TuROrxclJQxENFh1aNUMpBoxN531dFalwIPl6eNGzQgID69bh16xbWFmZXpZeJu//1118B0OlNJGtM+DgrsnUtkskEKhdVsyIwkdT0Vy+ULiHxLuJWyJ45wX34fHlzACY338iUlhvRprzYfCGKIisDk/ikmUOO+wiCwMdN7fntQNKrdPmVye95Pzsu3Evn81+iKDP0PiU+v8cHU0PZcCwZnSHv+tGzvi3L9pvv7Y1wPVWLWWQZG5fvS6JXvSfW9WrFLLgR9nzzc14Rn2qkxXehhMYb2DXBizM/+HHie19Ofu+LnaWMxpMfcjvi5fp0/LqGssPusyIwiWrF1LSsZIVWJxLw9UM6zwrnepiO34d6ZFJuwbzwuuxTN/QGkT8KSP5807gXpafplFC6zYkgKc2IlYWM/RfTKDP0PjO2xD0zXjs62YiLnXmBOygoCH9/fwICAmjbti1arRZBEHB3UBCdZHxmW9988w1BQUGcP3+e5cuXZ7tPUFAQd+7cybQtKc1IaJyB4l5K/F2V2FvJsbGUMfuHKVwJPoyFUuBBjFnuCAgIoH79+tSpU4fZ07/CSi0jNjn3BForVqxgxYoVmbb17duX6tWrU6dOHSZNmpSx3WQSiU4y4ueavVu2IAj4OCtI0ZpI15tllPPnz3PuXN4nApQU3Bfg/fp+TD3ZG//ybmz69hjjqq4kJT73ovK3wvVUKqJ+pmtCpaLqlx7cngdRFNl3IZXus8PxHXQHrwF3qD3uAT/tTiBZk3eC8Lk7WupPCOFmmJ4f+riwf7IP8we6ERFvpMHEEI5ce7nkT5WKqCnuqWL0ymgUctDqMvf5RpiO8WtjGN7mSVyNRieiyqeSQWNXxVCvtCXzBrhS5KnkFp6OCr7p6kK76ta0mRbKuNXRzPkrnge5KLuz/opn7/lUjk73ZWZfVzrVsqV7PTt61LOjlLeK5fuSCLqclu2xHWvYEBFv5NL99Dy/xrcBURT57JcorofqOfitD0s/dmdkW0e+7+nC5bn+VCikptW0MBJSjSgVAmqVgFaX+yTTs2cvDgQGMeOHH/n5p5+y3Sc6yYiDjQwH6ycrvHEpJhxtZMhlAs62CmrXa8SGv/bx3dRpGe04WMtI14sZA/vzsuI3s4KbkGrC4RmxvNZqGRUKq9l/Ift3RkJCwkzRSu7MCe5Dr+n1iA9PZVzddSz5eA/G5/x9JmtEUrQm3vNR5bpflWIW3AwvWIUKzOPjruBUOv4Yjmu/Ozj1uUPV0Q9YvCtv5/3smLktns4zwynkpmTLGE+CpvjwURN7fj2QRPNvQ4lLyZustD3r2XLqppaVgUkZi4xP88+ZVDYeT8lkYU/TiQXuLj56VQw1S1rw82A3intllhkmd3VmeGtHus4OZ/KfMYxcGc2sv+IJiXn2O3Ppfjrd50awaJAb/4z3pn8jez6sZcu0Hi5cmuPP2dvpOFrLscjBBVkuExjSyoFf9r3eBZjXQVicgZZTw2hbzZpLc/z4rrsLo9o6snqIB8en+7IzOI2v18fl2kaq1oT9U67uvXr1IigoiFq1arFx40YArNUCeoMJw3O+8hUqVGDAgAHZfpedghseb8TXWZHFzVyTLuJoLaOQq5JkjSlDbt6/fz9Hjx4lODgYhTGJmGcouDmxdu1ajhw5wvHjx0lONi+QJGlMWKoE1Lm4PctkAo42MuJS8lfBlVyUXxCZTODjZS2IuBXPvG5/MbXpH9Tq+h6tR1TLdn+VQiAt/dmrlZr0/BtwRVFk7OoYjlzT8EVLB5Z+6o6lSuDMbS2/7ElkzcEkNo7yemGX2v8SmWCg19wIZvVzzch2DODhqKBSEQvaVbdh0OIIdk70oZDbi7kmCILA0k/c6bsgglvhOkJiDRT1UJGabmLryRS2nkzh2+4uNChjtpQ/iNZzL0qfL667EfEGgq6kcXamf5aV4ugkA5/8HMWN0HRSHz3TqEQDTSc/pGFZK2b2dcXqqRiN2GQjP+1K5Oh03yzuK+fuaGlbzYb3fFV8uyGW+k+5KD9GIRdoUMaSs7e12brAvyzpepHtZ1PYdDyFmCQjDtYy2le3oW11mzcqVuf4DS2nb6WzZohbFvd+lUJgQmdnQmIN/LwnkTHtnRCA502gmZSUhJ2dHQDfT5/O7t270Gq1LFq8BJVLaW6e28207yZTtlw59Ho9Wr2Ig/WTe2OhFIhLNpKQkJCx7ccffmDD5m1YW6pZtWolfn5+dOnyIVGRkajUajZs2IjBYKBTxw4IgkCZMmVp1Lgxly5domGDAAZ9MYZGjZo8s+9+rkqik/K/rIGUKVniXaBS88JUal6Yfb9eYvuCc4ystppanUrQaXyNXJOwqBRm11C9QczVvTMtH+f3nBBFkeErzPP+0FYOrPzCHQulwOlbWhbvSmRlUBLbxrz6vJ8d648k8/vhZA5/55PJati2mg1tqlozdk0sfRdE8tc4r1c+l4O1nC2jPen4Yzg+zgqC76Vz4oaGhFQTaw4lc+qmlj9GeGS4/4qiyNZTKUzp6vzK535eohIN7A5O4+Icv2zfp/B4A1tOJnMrQk9YnJHyhdTcitBT+6uHtK5izaw+LjkqqNM2xzGugxONs/EStLWUYRJFrofpuR6qo6R39gsxjctZ0WVWBAajmKeuqtkREW9gZVASgZc16AwixTyV9GtgR40SWS3v+c0PW+PpWMOGz5o7ZPnO21nB5tGeVBn9gN4BthT3zP7eiWQfqlOhQgWCg4Pp27cvNjY2nLv4Lzu3/8XHHw0gMjISV1dX1qxZQ3JyMh07dsTCwnz9AQEBBAUFsW/fPr777juWLFnCypUrsbS05KeffmLFihVs2bKFxo0b891339Gnbz/uh0RQyNc9S3vJWpH2rRoikwk428qJTXmyqGUymTAYDDjYqrl6KZTPew9Ar9dTrlw5Fi9ejE6no3PnzqSnp2NlZUWbNm2yvX6j0Uhqaiomk4kHDx7Qo2cfNNp0Ondsy5gxY9i1axfff/89KSkpfPnll/Tu3ZtFixbx64pVqNWWLJw/m6VLlxIbG0tgYCBr1659mUeZLW+OpPqW4VHMkemn+1C7+/scW3+NcVVXEn4z60pPzZIWHPtXQ1Ja7sLm36dTqP+fuJG8Yvm+JM7fTWfX1z50rWuHjYXZylS9uCXLPvOgQw1b+i2IeOXU+asPJtG8knUm5fZpapSwoHYpS0avjGbH2dQXdqG0tZSxYaQn3/dy5d+HOgb/FMmUP2JxtpUT9J0vH9Y2xzeJosiPW+PpXNs2kzKZVxy4lEbDslaZsjcDJGtMdPohnEqF1ZybVYh+De2xtpAxvZcrZ2f5YxKh/8KITC6yG44l06yiVRbXIfN1mAfOpuWtSEozceFe9lZaQSaQl45ndyJ01P3qAWsPJtOppg1Te7jQs74d206nUmtsCFdD3hxr8a/7k/ioiR2ONmaXl+z4oqUDKwKTSNeb0OpE1MrcJ9E1a1YTUL8eA/r3o/OHHwLw5ZAhBAYdZPWatcyaNQtRhNkzZxAYdJDJk6cQGRmJIMBT5XgJCtzHh63r8cnHg/niyy+JiIjgQOAB1m0NYvzEb/h++nQAfvttBYFBB+nc+UP++OMPgoODqV8/gP0HApk7bx5t2rShbNmyHAgMomHDJuifw70vPM6cvTG/kQlCrh8JibeJxv3LMvtcb2q0L86xjTcYXmkVgasu57i/hUpG5SIW7AxOzbXdradSaFAmf+b3nFi0K5EL99I5MNmHHvXM875CLlCzpCWrh3jQrpoNPee/+rz/X0RRZNZf8czr75rtvCYI5rjkWxF6ZmyJ4/fDyQTffbU5pbiXilMzfOlZ3w4LpUDPeZEs2JFAwzKWnJvpR6UiT0Ka/jqdikYn0rAAn8f+SxoCylhm8vh5THyqOZymXmkrhrV2wNtJwafNHZjd15Wr8/xJTDPRd2Fktu7l4fEGjl3X0qNubrHdAh/WsmFFYM4WWoGCyaew7kgy1caGEBZnZEx7R6b3dKF8ITWf/hJNtzkRpBVgWE2yxsTmEyl82jznOGwnGzm96tnlGl5gqZRlK3scOnSIEiVKAFC1ek1+Xr2dlb8to02bNhw4cICAgAA2btzIsmXLGDhwIDt37sRozKwnREVFsWHDBo4ePUpgYCDFixenb9++zJo1i1mzZrFs2TKaNW/N75v3ZNueyWjMWNC3VAno9OY/GjVqRNmyZfH19cXSyhpHJxf27NnDkSNHSEpK4ubNm2zdupVq1aqxa9cuXFxcsr32Hj16UKhQIerVq4e9vT0zZsxg3IRJrN8WRGBgIGFhYdSrV4+goCBOnDjBzz//DMC2bdv4Y8s+Nv29j4oVK/LRRx8xatSoPFVuQVJwX5lWw6oyYW8XAOZ3/5vF/XdgMj552d0dFDQsa8W8fxJybGPPeXPa9sblc47TfVmMJpEluxL4sY9rFoXsMcNaO5CkMXHyRu7u1s9iw7EU+gTYZdkuiiK/7E2g8sj73InUc+y6ht8OJFJp+H2m/Bn7QvE4MplAi0rWLPvMg8Q0Ex83d2B4G0c8H61Ch8cbGPZrNP+G6hjTLn+S7Gh0YiaXlMf8diCREl5KxnV0QiEXsLOSZQzY1moZCwe5EZtsYs/5J66jNx/FDGVH+UJqDl5JexRXmb2Lm8kkcvBKWp5lUk5MNdL5x3A+a+HApjFetK9hS5ViFrSuasO64Z5M6OxE11nhrxRPnZecv5tOQBkrnG1lxKeYstadE0WKeSjNSahC0rGxlD0zkUbPnr0IOniIc8Hn+eqr8QCsXm1Wej8aNJDw8DBEUUQQZNjY2ODr64urq/n3lZD6ZIJq0LAxa7cepEv3Phw8dp4zF29RolQZtDqR2jWrcev2LYxGI6NHjSKgfj0WL1pI+KMJwWQy0bNnD9asWZOpbw7WMhJSTbnG0ml0Jk7e1NKk/MslzXkRBCH3j4TE24YgCHT5uhY/nupJsSoe/DXnLMMqruT83nvZ7j+oiR0/bo3PUTiPTDCwdG8igxoXXEIjg1Fk0c4E5vbPed4f086RuGQTp27m7YJl8N10jCao817281porIE+CyKJSTLy++FkDlxKo8/8COpPfMihqy9fv95CJaN7XVuOfOeLhVKgenGz19jjDMUanYlf9iYybEU0yz91y/eMtk+jSTdl8u55mp92J1KlqJqx7Z1wspaT+pTHn42FjF8/c+delIEDl7Pem9sRet7zVuWatLBiYTVyGVwPyzm+/OBVDe/75G2iof+y90Ia3/wRy96vvZk3wJUGZayoXtyCz5o7cPJ7XyxVMj75OSrfzv9fbkXo8XVRZMiOOdGgjGWOxgUwJ5OMTjJmzMmrV6+mQYMGJCQk0PKDNuiNIt5FyuNkI+Pff/9l7ty5BAQEsHLlSqKiorhz5w4VK1YEoFKlSpnavnv3LpUqVUIuNy+MyGSZn/O1a9dYsnge3Ts0yba98hUqkvIoFMFoEpE9qvLw59Y97D50HgtrJ7ZuD8Kgjadz584EBARw5MgRwsLCMrVTuXLlbK997dq1nDlzhgsXLiCKIrdv36ZOzSqk6UTKli3P3bt3OXv2LI0bN6ZRo0ZcvXoVgEnffMOIoZ8yYeQnREXl3zOXFNw8wNrBgumn+9BpUm1CLkXzVY3VXAl6kPH9t92d2X42la/XxRCd9EQx0OhMrDiQyJDlUfz0sXu+pMw+fUuLnZUsV1ddQRDoXs+OTSdSXulckQnZZ0Wb8mec2WVpuCf7J/tgMMLvwzzZP8WHW+E6+i+IeOGC2C0qWfPLJ+4s25dI5ZH36TknnPbfh1J/QgiWKoEtY7yyZFnOK3xdFFwJyTxZpGiMLN6ZgM4gMnJFNGsOJnHxXjq+Lk/uh0IuMKiJPSsOJGZsU2UTM/SY5pWsuRmu59wdrTmeOBvF7J8zqThay6lYOG8U3N8PJ1O1uAV9GmQvjHWsaUvzSta5rgYXJDKZWclXKWQ428i5E6nPsHAmpBq5Ea7nTqQegxHiU02kpZuISTI8l5+yra0tyUnm6/xpyWIOBAbx89JfQBSxsZChM5hdcx4+fEh0dDQOVjI0OnNMHqKIRidiMIr0HjSMpYtn4+9fiLPBFxCB4ydOU7RIUc6fP09qWipBBw/xyaefIYoiRqORyVOmsGbNWubMngWQ4bqlVsqwUssIi8/+GkRR5NyddLrVtc1RsM1LhGd8JCTeVhRKOZ/90oxph7ph72bFytEHGVZxJXfPZxbIOtawobSfmg4/hGfKhfC4dnnLqWEMbGxPhTwao5+HEze0uNrJKZdL2IpMJtCrvi1/Hs/b5EKRCUaKuCuzdTcNjTXQ7NtQyvipmDfAlXL+apZ96s75WX6MbONAv4WR7D6fuzX8WXg7K9g7yZuQWAMVhj+g7fdhdPoxnPeH3Gf3+TT+GuuVyaJbEPi5Krn0ILPMIIrmxel52xNI0pj4bmMcx25o8XPNrHCpFAIfN7Nn+f5E/otSIeQoPzxmQCM7/jqTmqPyajKJzNuewMB8XoCZvjmOmb1dsnWTVikEfhrsxombWq4UkIeYTIDnyblmEsnVG8nGQsBCKeNetB6jSaRXr17s3LOfkZPmciPcSKrWRJpOICbZhJt3MYaPGJVh0fz0008pXLgwFy5cACA4ODhT20WKFCE4OBjTI9cwk8mEUqnMsPSWLFmSMaNH88u6PRw8fCxLe7euXSA+zYjBKBKXYkIQIE1ryshJYu/gwIPwWDZtWE/zlm0ICgqidu3aiKKYa7+ext3dnfLly7N7926KFi3K+eBzuNjKOXH6HH5+/vzwww8sW7aMffv24eDggCiKuPmVYfbC5TRq1IAVK1Zkuqa85P8qBjf4jpbD1zToDSIlvFQ0q2idp3ExlVsVo3yzwsztso01owIBmBTYDTd7Ff985c13G2KpNTaEsv4qVAqBC/fSqVjYgj9HeuVp/OTTxKeYM64+Cy9HOcF3Xs2Ca28lIyrRgK3lkwHs7G0tW0+mcGCKD442cqKTDFgoBRRy8HFWsvwzDzr+EMb6I8n0rJ/V+psbtd+z5O/3vLkRpuNOpB61UqBqUYt8U2wf06CMFSNXRHP5QTpl/NSsP5LE1+tiSdaYCHgUA/z36RSCLmuo815mN6g671ny3YbYjL/rvm/Fop0JfJJNDIhKITC9pwu95oWTli7yQ+8nbiKiKLLnfBpjVkez8kvPPItd+f1QEjP7uea6T7+GdnSdFc6YN6Buc9ViFuy9kMb7vmo8HeUICfBvqA610lzrzc5SxtkH6VioBKoXswBBICzOgEYn4uusyNbMuGbNao4ePYJWq2X8VxPM56lajYD69ahbtx5gXrXtPWgE9evVo1KlSnh4eCCTCfi5KrgfpSc2Ro/eKFLYXYmtpSuF/P14GBpGjVr1GdQlAFFQsmrlSry9XLl96xYtWjTH18cXb29vTp06xYSvxqPX62nUqHHG+du3b8fw4SOoVasOdyL13InS42onz7BQJKWZa8wBfNWp4OLLJCQKksQ0I9tOpRIaZzCXA6ts/cI5HV4ES1sV3+zuTHx4ClNabmJ+v50AjN/aHld/c2bexYNcWbgzkS6zI3C2keHuYC4NIpfByLaOdKtTsOWB4lKMz1UOzctJwcX7eVtp4LEckB3j18bQva4tY9s7sWR3QkYdWplMoHVVG1zt5fSYG8nVeVbPDCXJDU9HBb984k5MkpGzd7SYRJjl44K/a/6WJcmJgNKWfLncyLk7WioVseB2hJ7e8yPQ6ERMIjSvYE3wXS3bz6Qil0H/hqZMuS7qvmfJ7L/js7Rbzl/Fgxg9d6P0FM7hN/BBZWtGrowhNNZAQqoxk5t0qtbE2DUxpKWLdKtjk/cX/ohrD3WExxtoWTlnryK1UqBXfTtWH0zm+575vxhU3FNJeLyB+9H6XN+L3efTqFosdwNRIVcFD2MN3IvSk5Bq5HqoHiu1gExmVo6Leaoo7qPCqs9Ahn05mJ9/WgKITJ8+nYEDB9KxY0dWrVqFWp35PK6urnTs2JFatWplxOAGBAQwbtw4Tp48yahRoxg0aBD3FizGZBKZPTNze1ZWFthayPk31FxzWW8UsVTL+KhHC0yigKWNI4M/H0nYvWv079+Xf/7elrEQ0q5dOzp16kSzZs1wdHTM5sqfMHDgQIYPH878+fPp06cPOp2O2g1akiZzo2nLtrRt25YKFSpgZ+fAnUg9o4Z9RmzEfXS6dH777TfUajV9+/bl8uXLLFiw4Pkf4jMQxLwOwHjNJCY+WeVSW5tXpP4N1fHlsijiUoy0rGSNhVLg1E0ttyP1TOzsnBG7mZfcvxjFTwPME2HTTyrSoH85wGxVCr6bjtFoVrL98njAHVd1JdNP98n4+9RNLaNWRhP0rU+uStD87fGExhqY0Tt35SY3Jv4eg4VKyCRcf/5LJO/5qPmshQMAC3bEczNMz/yBbhn7HLiYxtRNseyf7PvS5y5oVgYmsnRPIgMa27FwRyLLP3en7bQw7v1cmBStie5zIijhpeTApTQmd3WhbTXz5HE/Wk/b6aGcn10IMLuSVR31gJl9XWhULvvBv9+CcPZf0lDWT0290pYYjSJ7LqSRrheZ08+VGiXzLpao0OA7XJ5bKNdFAlEU8ex/h4fLiuR7QorHJMRG4+aW9d0MvqOl1/xIjkz1yZi4U7Um7kTqsbeSIZfB8BUx1CppwZBW5kHaaDKXmnJ3kGcbE/W8hMUZSNYY8XRUYGspQxAERFEkIt5AZKIRmczsmm4SzUm7HK1leDiaU+fHJhtITDVlysD9IphMInEpRmKTTWgfZXy1UstwsZWjS4vD0dl8r9JTn4yH9vZ5s0L/9Bi78EzuJao+r/LkmeXV+SXeTp5+b17mXTCaRL7bEMfy/UkElLGkuKeK2GQjW0+lULuUJQsGuuJkk/915EOuxTK7+z+AuYTghL87YONotggajCKnb2lJSDPhbm/2rMnPxDnDKq5kTnCfLNuP/ath9OoYjkzNfU6duS2eyEQjP/bOPsbuZTAYRcoOu8+GkZ6U8XsisIfHG6g+JoTLc/2xtRSoO+Eh33RxzpIcqe33YXSva0uXfJDLXierDyYx++8Efv3UjR7zIhnWyoEONawpPzyEK/P86DY7gnKF1ITFGdAbRX4f6pHx7lwP1dFldgTnZ/llaXfiulgiEgws/dgt23ftwr10Wk8P44NK1mw/m8oHla3xd1MQFmdg2+lUGpW1Yl4urux5we7zqfy0O5EtY3JPKrb1VAobjqWwdqhHnp4/OjoaV9es8sPYNTEZclR2hMcbqDEuhMPf+eDn8mxZXWcwcT1Uj4VKwFotw95KlsV9PCzO8KhOcd7J/iaTyO0IPXI5eDgoMnLPGIwiMclGIhMMmEygUgqoFQJ6o3lhxc1ejoutHEEQiE8xEpVozDER2YsiiiIJqSaik4wZ+XYslDJc7GQ42chfyWP16eeZ27zyzltwb4bp6DgjjAmdnehS2zZT3MWl++n0WxBBul6kVzaxo6+Cfzk3pp3qzZ+TjrBnSTB7lgQzaksHnHxsMzL9vghXQ9L5/VAyd6PMlspGZa1oX8PmmUmUKhdVk5puIvhueoZbTorGxL+hOkwilPRSYmsp4/dDyZmUzpehX0M7PpgaSpuqNhkW6eP/ahnexmzpux2h46ddiawb7pnpuIAylvRbqCdFY8p362te0aeBPXHJJsatiaVDdRtStSJeTnI+WxrFkX81tKpszdQeLgTfTWfgokg+qGyNQi6wOziV6sWfKKQKucCSj93otyCCCZ2c6VTLNmPlOjbZyMIdCVwJ0XHye1+C7+q4/CAdlVJgcldn6r2fNavyq2KlEkhIM+b6HJI1JpRyAfkb8KgqFrGgVRVrOv0YzrJP3SnkpiQ+xYirvRxLlcA3f8QRk2Rk0FMlIuQyAXcH+aPs0C8vEHs5yolXCUQkGAmJNaCUm63Gcpk5IZqPswKdXkQQwFItyzSgO1rLiYg3kq435ZpOPydkMgEXOwUudmQkiXn8LkQVYHUgmeSILFEAiKLIkOXR3I3Sc2qGb6bMv9N6OPPthjhaTwtj10TvfHfN933PmTnBfbh6+CG/fLmfiQ3/wOc9J774tQUqCwU1X2HBURRFztxO5/fDyYTEGLCxlPFBJSvaVrN5IW+z6iUsiE8xZVgMwbzIdvlBOnqjWbh2sZWz6mASyz91f+n+ZodCbq77O2pVDJtHe2ZYIk/d1FKrlAV2VjJ+2ZuI3ph9oqdWla05+q/mnVNwe9W3Iz7FRNNvwyjhqaSEl5J/Q3UoFVBh+APaVbdhandnc/zyVyEcvqal3vvm+7PjXCo1S2TvVj2mvSOtpoXx6dJoJnRyysgWbTCKbD+byoiVMSwc6EqbqjZEJhjYciqVqEQDJTxVHPnOMVMYVX5hrZaRkPbsBFIJqSas1AU3p4xq60jTKaFM+TOWkW0dM8nTV0PS6b0gkiEtHZ5LuQXQ6UEug2Ie2bvoA7g7yLkSokOnN6F6ibk/O2QygaIeSiITjdyJ1CMTzJZjnUHEzkqGu72CNJ0JdweFOVO2TMBKLWTqo4O1jLA4A2nppjxJzioIAo42chxt5FlklILinVdwJ/8Ry5cfONCtblYFtqy/mj9GetJ8Sijtqtvk+cQoCAJdptSl2aeVmNF6Iz+238z79X3p+WOD537QWp2Job9Gc+xfDT3q29ErwI4Ujbk0ztSNsSz52J36pXNWmOUygc9aODBqZTS/fOLOz3sS2XIyhUJuSmSCOUmBj7PZApWbG8bzUMRDxQ+9XekyM4xPWjjQva4dRtFc83PpngTmb09gYmenLPHAMpmAQi5kyi78NlDCW0n5Qiq8nRX8sCUOUYSj/2pYP9yT0o9WrisXtcDTSc7+i2nULGnB0r2JLPzPQkKNEpasH+HF1I2xTN0UR8XCanQGkfN302le0Zp/vvLGzV6Bp5MyVxefvKBZRWs2HU/JsHZmx8bjKTSraFXgg1VOTO/hzJy/E2g46SEVC6txtpVjMInsv6iheUUrtoz1yjJg21vJeBCtx2QSXz7ZyOMB3FpGukHEaAKlXCA83iyYqpUy1DnMi7JHE4xWL+a4z/N34/U9hzfkFZB4xzl1M51D1zQcm+ab4ZL/GCu1jGk9nOm3KIqf9iQyqm3u7nR5xft1fZgT3IdjG6+zYeoJxtRcS4Wmheg1vd5LjSlJaSb6LozgVrievg3saFreirgUI6uCkvl6fSxrh3o8d+yoXCbwxQcODPsthj+Gu7N0bxIrg5LxcJBjqRa4EabH1VaOg5WMKkXz3h30i5YOXHmoo9mUUEa1daRFJWuMJtDqRYb+Gs2+i2lsG+uV7X1SKQSMBZdMt0AZ3NSeH7fFUb2EBdM3x2MSoYSXCoNRZGYfF+Qy88LxR03s+XV/IvXetyQuxcjSvYmsGZK9VdPGQsbf47yYsiGOmuNDKOtnTjp16X46Ps5Kln3ilhE65e6g4OOmBe9JU7WYBQ+iDdwM1+VYbgfgz6PJmRaj8xtnWzk7J3gx9NcY3h9ynxYVrbG1lHH5QTo3w/WM7eDIgEbP358kjQlHG3muc7JcJmBnKSNZK/IcUQTPjUwm4OmowMNBjlYvIorm35JCLhASo8fGQoZ1LoqrIAjYWJjziFjl8ZDwumSUd1rBDYnRc+a2lqW5rFAW9VBRv7Qlfx5NZkA+Bdk7eFgz/XQfDq+9wo65ZxhfbRWDfmpGkcrPdsMY+ms0Gp3IqR/8MtVB61TLlmP/ahiwKIJ1wz2pUDjzxHcjTMfqg0ncidCjlJstc3XGh1C9pAVbxnhRyF3J2dtaFu1I4NKDdOSCwN0owyu7TbSuakNhdyVL95iTP+n0Io0nPaR1VRtWDcl+gr50Px1bS6FAkuLkJf8+1BFQ2orxj1yy9QaR3vMjmLktnuk9XTKsDDVKWHL0Xw1z/46nSTkrqmezElu+kJo/R3pxN0rPjVAdCrnZOlkQLndP07+RPd1mh9Ohhk22K7uRCQYW7khg0UevZu1/TGyykTO3tOiNIiW9VPi6KIhJNj5yZXm+axcEgeFtHPmkuT07z6URfEdLYXcl03u4ZFum4vExgpBH5ZUEIUu82PMEfoji25+ISVJwJQqCX/Yl8lET+yzK7WMEQWDoBw50nxvB8NYO+ZKwMSdqdSpJrU4l+XveWQ6suMz5PfdoMrAcLT+r+NxtmEwi3eeGU9hNyZ8jPDOFfvSoZ8c/Z1LpPDOCPV97U9Qj+zn6ZriOFYFJ3AjTo1II1H/fgrL+KsoOD+F9HyXrh3vwvo+Kkze1LNiRwNWHOmJTRE7dTM92TnoVZDKBnz5yY9OJFBbsTKT/4ijkMtDqRIa3VhM42RtX++zH5iP/avKsKsCbRkSCAVtLObP7PnGJ1RlEOv4QzoDFUczo6Yy7g4JajxbD/w3V8dGSSDrWsKFy0Zyfka2ljB97u/B1ZydO3tSS/sgF9j2fvHE3fVXUSoE+DWyZuM68UJPd73P72VTuRulplU+L+AajSGq6CVE098dSJcNgNFfEWD3EndA4A3svpKHRidR735KmFaxeOEePSRRRPsfYI5OZ980PBEHAUiX8ZxvPJeu8XSamZ/NOK7gX76dTtZjFM83tDcpYcfLmqyVYeh7q9ihN9Q4lmNZiA798vBtbZ0tGbeuIUp29IH/pfjrHr2s4OcMv2yLftUpZMraDEzO3xrNm2BO33yHLo9h/MY0e9WzpFWBHWrqJib/HIhNApxdpMz0M/aMC270D7Pj1Cw/WH07ms6WR7Jzo88rXWcZPzfyBbszq68qWkyn8sjeBhYPccozX/Gl3Ar0D7As0bX9eoJQLJGmeLDUrFQIrvvDgu42x1JsQQtViFrjby9l/KY2kNBPD2zryeQuHXFezCrspc0wWURCU9VczrLUjbaaF8fWHTnxQxewaZzCK7ApOZcqfsfRpYPdKbnhgLnw/+Y9Y9pxPo3JRNXqjyOlb6egNIo7WcnQGkSIeSvo3sqNLbVtMoojJZMqSJv9pLFUyOtSwoZy/Cld7OfZWOSvI6XrTIzeeV7qMbLG2kJGUZsTZNufzG40iqekivvlQp1kswGnq7VqSknhbCb6bzog2uVtmKxRWo9WbiEky5riwlZ+0HlKZDz6vyMrRB9m77CJ7l12k66RaVG9X/JnH7r+kIT7FxLaxrtkK/62qWHPxfjrztsczf0DmxUWDUWTUqhj+Op1Kr/q29Gtgh0Yvsu1UCjvOpVLcU4m3k4L2M8LRGURKeinp19COtUM9OPKvht4LIrg0xz9PE26CWcntXMuWzrVsSUs3oTOIfDgznBJeqhyV24exBnYHpzGjV97FBL9JKOUC6XrxUZk58/1WKQT+HOnBxHWxVB0dQs2SFsgEeBBjoPW0MIa0cuCzXGq1Po2tpSxLTPObwph2TnSZHU7nmeF81dEpQ2GPTTby24EkluxO5M8RHs8s4/eixCQZOXFdg5+3FmsLOTIZpGhFEMEEKGRgNIGdlYxudWxfyT1XrRRI0Tx7/k1LF3HIptRkfmFtISM60Yh7Lq+RySSSpDHh6ViwRpUXxWQyPXft7ndawX1TeBCt5/IDHTIZVCik5pug7lw/FsqKIfv4us4a2o2rQfUOJbMct/ZQEr0C7LJVbh/TuZYt0zbGER5vyKjnFZVo5NQPfhk/1HtR5vTl60Z6MnhxJL8P98gUBwrQt6Edi3YmcP6uNos1+GVRKgQ61rRhw7FkvlwWxex+rpmuxWgSmf9PAufupDO1x9s3odUqZcmnSyOZ9KFzhnKuVgp8282F0e2cOHApjfgUI7uCU/ljpBfVihdsaYKXZUBjewq7KVm4M56xq2PwcFQQlWigqIeKb7q4vLKbdFSieeJuWcmakz/4cS9KT8+5EXzSzB4XOzlz/opn2Wdu6A3ww9Z4jl/X8kMPe6JjYhCew+YZF6fn/HVDRvxSdgTf1aKUC7ha5L2lwGAS2Xc2lfrvW+YY43slREeyxoS7Zd6+EyIiFpb5X/8243ySCVfi/xhRFLlwT8eDGD2WKhm1SlrQb1YDdBoDc/vsYP3kY6yffIzBixtTqqZ3ju2sDEpiUBP7XC3PAxvbUWVUCNN7mDIlrhmzJobbEXrOz/LL5AXVvIIVJb+4T0SCke97uvD7MM8sbTYtb00xjwT+PpNKxxr5l0XXSi3DSg3fdneh6+xw3OzlNCybWRELidHTeWYEw1o7FLjnUkHh4SDHzkqWxWpuqZIxs48rEzs7se+iht8PJVO/tCWrv/TI84WH14VaKfDnCE8W70qg78JIACxVAuHxRlpWsmLXBC+Ke+WtxTk22Uizb0NpV0VF+UJJWCpkXAnRcTdSj6ejnJAYAzVKWOBiK+duuJ59p3RULWaREcf8ougMInvOpNK8olWOinJMkpETN7R8UNma9FeriPXcmExw6HwK+jRL3Oyz/21dD9MRHm/E0yrvkpbmB6Io4uDg8Fz7vtMKbvlCaob/Gk1quilX3/P9l9KylHPJC/4N1fHtn7Gcva2lSlELTCJ8eVtL3fcsmdTFjakne/PbF3vZOv0EW6efYPzOD7F1edKPO5F6mpTPfTXOSi2juJeK+1H6jILOyz5zz/TjCrqcRtMK1tR9z4pvurrww5Z4No3OfL1ymUDbajbsv5iWZwru43ZXfOnB8F+jqTTiPp1q2VLE3RwMv+FoMp5OCraM8XqlZD+vi8pF1dhZythwPCVLQgxbSxltq9nw+6Ek/FyVb41y+5iG5axoWM6KiHgDMclGnGzkeDnlzXDx9bpYWlW2ZuKHzmh0JvrMj2BOP1eaVTQrZqW8VXy6NIqzM/2p/Z4lHX8IY80RLQMaP59bdClbEyPWhXIxQsZXnZyyWMzXHU7i+82p7Jnkg0MeWnpEUeTs7XRWH0zi5E0Z4zek0rGGLeM7OeLhaLbKp6Wb+Hl3IqsPpvHPV9445NE9fV1IFlyJgqByUTX7Lqbl6nJ57o4WyxcIbXhVdp5LZeqmOJI0Jsr4qklINTJwiY7udWz5+kMnRv/ZhuRYDd9+sImfP90HwMj1rfEumbW82u0IPaPb5b7Y5mavwMFGRkSCkaIeT355m46ncHG2f5YQn1O3tJT2VfFJc3u+2xifY66OTjVt2XM+fxXcx1QvbsGqLzz46KdIfF2UtKlijVopcPyGln0X0hjZ1pEvWr672dZlMoGBje34fkscG0d5ZlnQsLeSU6ukBaNWRbNrgvc7o9w+RqUQGNrKkS9amsvF6AwiPs6KXL2tXoWJ62JpUt6KiV3MBpR9F9MYvjqNfd/44Gav4Ni/GtrNjeTKXD+8PWVY26XTbkYYR6b6Pld5zexIMsXT66cUNo/2yjIW3Y7Q03lBGJM+dMbNLf+TqEUmGFgZlEzQ5TSikuSM25DGVx0d+aKFPfJHWULT9SLL9ycy5+9Udk70wtX1zXBrzwveeOkqLCyMVq1acfXqVVJSUnj48CHVq1fnvffeQ6VSsWfPnhyP9XE2KxarApOyrTMK5ljVw1c1zBuQNzGFj7l0P50us8IZ0caRZZ+5Z2QSTNaYWL4vkVZTQ9k23psBi5oSdS+ROZ23Mq3Fn1RrX4L242sCYKEUSNU+2xSfqjWhUgqsPZQEkEWZ1+rN9UAB2laz4Zs/YrOtm2ZrKUOry/vsDtZqGT9/4s6dSD0bjyVz6YEOO0sZv3zqTsUCLrielwiCwNwBbnw4M5xUrYnudW0zLNQanYm1B5OZ/Xc8m0ZnXTl/W/BwVGTKWPqqRCUa2HchjTMzzeUOtp1MoYyfOkO5BXNt4KLuSnacTaVddRsmdXFm6PJo+jW0ey43dguVjPUjPOk7P5J6X4XQK8COwm7mRZV1h5OJSTaycZRXnroxanUmPlsaxcX76fRtaE+3urYcu6Yxu10dS6Z6CQs8HRUEXU6jajEL/h7vnWcLBq8TyYD7/8urzM0vyoBG9gxcHEnfBnbZ5moQRZG5/yTQr6FdgcTfrjmYxNRNccwb4ErjslYZ41JIjJ6v18fRfkY4W8Z4YutsyQ8nehJ5N5HvO2xlZte/AZi0uxMObk/GPLVSIFWb+9wriiJp6WKWeP+udWwz6sk+jVZnzqDaqrI149bEcO2hLtsFAltLAa2u4MIa6r5vyaU5/uw4l8qhqxqMJrPiO7uvy1u50P2iDGpsz+7gNPotjGRqd+eMXBeiaI6H/mRpFF+0cKBEHlsz3yTkMiHXZFN5QVyKkX/OpBL8VGmlxbsSGNPeEbdHLvK1SllS1l/FllOpdKtjS8XCajrXsuW3A0lM7Jx1Iep5GNnGAa1OpPLoB3SpZUtAaUsMJpGd59LYfjaVyV2d6Vwr/5XbtYeSGLc2lvbVbBjZ1hFLlcAfR1P4bmMcM7bE07aqNSbMSn85fzU7J3pR7CXLFr6pvPESlpOTE/v376d9+/YZ25o0acKaNWue6/hvujrTdnoY1hYyetSzzTT5nb+rpf/CSKZ0c87TBEeiKPL5L1FM6Wou+/I0tpYyhrZ2xEIlMHJFNJtGe+FWyJ7pp/uwe/E5gn67xKktN/h8dSsCylix7VQKbarlvLJ6I0xHVKKRMn5q5v4dT3ZOUIXclGw/a/aFUCsF3vdVcS8bBffCvXSaPsNi/CoUcVcyuv3LDRpvKmX81Gwa7cmk9bHM3BqXUZP2+HUN5fzVbB3r9U5PVC/K6VtaapSwyBBktp9NzbYcROuqNhy5pqFddRuqF7fAaBK5HqbjPZ/ncyl2tVPwz1deHL+u5Y+jyQRe1mBvJeOzFg40rWCV5/V7h/0WjUmEI9P8MgTQGiUsGdbGkY3HUhi3Jppy/ir2TPLJ89rXrxNJv/3/5VXn5hehWjE1DctY0XlmOL9+5p5pcShFa2Lyn3Hci9KzOI+S3+VGRLyB8b/Hsn+SdxaXSl8XJcs/daPnvEjmb09gzKP5zr2wPXOC+3D7bAQLB+5mcrONOHnZMOqP1ljYqGhU1orNJ1NzzW1w5JoWJxsZ3k6ZlcBKRbIfEwu7K7l0Px2Acv5q7kTqs1Vwz99Np3Ae1uR8HhRygTZVbWhTNf+txm8aKoXAnyM8mLIhjtpfPaRCITVOtnJuhOlI1ZoY3c6RHvXytmzl/yOnbmqpVFSdkQsjLd3EkWvaLDV221a14dAVDd3qmOWQbnVs+PjnqJdWcAVBYGJnJ/o2sGVFYDIrgpKQCVCjhAXfdffLNTdHXrEzOJVvN8Sxb5J3JvmzZklLvu/pTIcfwrkZoadfAztGtXXM98WG18Ubr+BaWFhgYZHZyhcYGEjdunXp0KEDw4YNy/X4oh4qNo/xYuivUcz9O54WlcwuMaduas2rrR8607Fm3q6mnLyhxWAU6Vgz58G7fyN7FmxP4EaYLuMFbPZpJer1LM2URutZ2Osf3Io5ctSxDGdva7PNoGcyiUzfFEev+naoFAIWOdTUalTWitEro7l0P52y/mpStSbU/3F9CYnRc/y6hkWD8l9AeBaRCQYCL6WZk/C4KGhQxirPEw/kJe/5mDMg34nUZwgUEz90fq3JovKKuBQjO8+mEptixNlGTsvK1sSlGFkRmMSpG1pMIpTxU9G3of1zZb7UG8hkgUjRmnCyzfreqpXmYuRgnjBcbOXmxBAvgCAI1CplSa1S+RtTciNMx6ErGs7O9MtiXREEgc61zRaW2X/F8233t/+dkJCAV5+bXwRBEJjTz4XpW+KpMS6EOqUsKeGlJDrJyD9nUwl435Jt47xyzLKcl6wMSqJDdZsc4wVlMoFxHRzpPNPswfX0YlrRyh7MCe7DuZ13WD3+MOPqrqNEdU96Tw6g3qRQPmpsl227OoPI1E1xDGpsnyXkIicvr1LeKnxcFGw/m0pquilbd9dUrYm1h5PZN+nVk0vmJ2npJvZcSCMywYi9lYxmFa1wfIutvRYqGdN6uDC+oxOHr2pI1poY1NiOmiUs3rpkmy9LSIyeXcFppGhN+Dgr+KCyNZYqgTO30/l1fxJXH5rz1tQpZUn/RnYvLE/pDSIWT83HqVpzjV3L/+S0sVAJ6IxPfkMudi8ua2SHr4vypZXkV0EUzXrBnP6u2RpXLFQyNo32pMzQB1QvbvHOKrfwFoZQeXp6cuPGDQIDA9m3bx8XL1585jElvFTsmODDyi898HZSZFhyzs70z3PlFuDQVQ2tqljnmi1XpRBoVsGKI9c0mbZb2qmZfroPXafWI+pWPO1PH2bMxIusP5JEuv7Jj+52hI6BiyOJSzEytLUDAA3KZi/IKxUCo9s7MWhxJCdvargbqadC4SfKSEySkb4LIvishQM2r7FUT0KqkY9/iqTO+BACL2u4HqZj/vYEKo+8z8rAxNfWr+eliLuSttVsaFvN5q1XbtP1ImNXR1N99AMOXjFn+Ay8nEa5YfdpMDEEpdycMGRGbxcKuynptyCC4b9GPbOWcXEvJefupGfs5+Go4GaYPst+p29pKe5pvoc6g8j9aD0eDm+mQLPucDLd69nmmgyucXkrYpKMXAlJL8Ce5T+CkPtH4v+Hl5mbXwSZTOCrjk5cmevPB5WtsLGQUc5fzdGpvqz80qPAFJ6DVzS0qZp7Irey/mosVDJuRWQd2wAqtSjCnOA+fPBFJW6cDGdu83UMVobQaloo206lYHhK4L50P53OM8NxsZPTv1FWy97mEyk59uOrjk4MXxHDuTvpVP9PHoi0dBN9FkTSspJ1jqWHXjcmk8iMLXG8P+Q+vx1I4t9QHX+dTqX8sAeMWBmdLyFVBYmNhYwWlaz5sJYttUtZ/l8ot7HJRnrNi6DOhIcE300nNtnIuiPJvD/kPnUnPKT/wgje81Exu68L03uYSzA2nPSQ+dsTXug8Jb1VnLtjrswA4GAtR28QiUwwZNrv1E0tpbyfKHk3wvRvfCbh3Lj8QEd8qolmuXhjWqpk9Kxny5pDyQXYs4Lnjbfg/he1Wo1abVbOWrVqxeXLlylXrtxzHVvWX01Zf/OxyRoTiWkmHKxleR6zozeKWVaJssNCJcv48f2X8k0LU6ahPwt7/UPVm9e4MOwa06rUoqi/FSlakdA4Az3q2bLoI7cMwbptNRsuYnaP/a+rU8/6diRrjHT4PowSXiqOXtMgk0HQFQ0bjibTp4EdX37g8KqX/tIka0y0/z6MmiUtOTvTD7unkg5cfpDOxz9FEp9iYmjr3EtFSLw6BqNI/4URqBQCJ2Y8can57UAiVx6k4++m5GaYnq86qZHLBCoVsaB/Y3v6zItgyp+xTO6ac0bs0r5qPBzlbD+TSptqNnSra8vE32MzxddGJhjYcTaV49+bY2f+OZPCez5qfF2UpGhMbDyezJaTKcQlm0vxdKxpS4eaNrkmkstPQmL0tKpiQ/AdLadvma3a5fzV1CxpkbHIJZcJlPJRERJjoLTvu1njUeL/m1eZm18EW0tZhgunKIrEp5qISzHiaC3LdVE5r9AbyVJnMjssVQK6HOb3xzTuX5ZG/crw57fHObHlJi25y/rE4ox28KK4p5LYZBPxKUYGNbFnyAfZ1/e9HqZj/6U0GpXNKtAGlLbkfR8lJ25oGbYimnZVrbFUyzh9S8uKwCQalLFiTj/XLMe9CYiiyLDfYrgWqiNwik+mReOoRAOjV8XQZXYEG0Z6vnPJmN5VEtOMfDA1jEblLLk62D9TNvABiyLZfT6NXvVtM8miNUpY8nFTe1pND8PZVvbc7tslvFQU81Cy+aQ5Cejjqh4rApMyQgdik41sOpHCqe99M477dX8SPZ86hyiKHP1Xy/L9SVx7qEMphzrvma3Kb6L180GMgfd9VFx6oOPYdXOMe1k/FXXfy7yAUsZPxfZzaa+xp/nPW6fgJicnY2trtroePXqUL7744rmO0xlEHkTr2Rmcyl+nUrgZpketFJDLBbrXteWjpvYZgec5kZZuYldwKg9jDVirZTQub4V/NvF0xT1VbDmZ86oqmH80p29paVw+ZxcGuULGkHVteHg1hkV9tvPBmWMU9XyPsj3KUqGQRRZ3yMeZkwcsjGB8J2c61rTJULTvRum5cE9HKR9zvM/y/YkZgvibEBe4YHs87/uqmNrDOYuQYo5z9SJgYghtq7/91tE3nb9Om5XHv8Z7Z7iG6w0is/+KZ/0IT4p7qmg9NZR/zqTS9lF8uI2FjF8+c6f66Ad8+YFjrnEmEzs7M3BxJB6OCuq+Z4mtpYwpf8YyqYszMclGes6NYFATc8mgG2E6Jq2PZdFHbly6n07PueFUKmLBFy0d8HZWEBJjYO2hZGb/Fc/aYR68/xqUR41OZMqfschk0LicFTJBYO3BJERgek8X6r5vFjwT08wuUu8ScslMK/GIl52bXwRRFAmJNZCQamTvBQ1rDiUTnWhEEMDRWsaARnYMbGyfSXB+Vntnbqdz8oYWo0mkjL+aBqVzt6SV8FJy8qY213jZ2GQjD2MN+Lk8W8QSBIEuX9ei47jq/PTJXjh7k5bcpOqXNSn2oR+VCqtzzRnw2+fu9JwXwVcdnehe90kdz/vReqZvjicxzcTZH/34+2wqK4OS0RtFinsq2Tza841ebDtyTcvBqxoOf+eTJUeKm72C5Z+50/b7MNYeSqZfQylm9W1g/vZEyhVS8V23zHJeaKyBvRfTODrNhyaTQ+lV3zbTXO7trGDpx24MWBRJtzq2z23pnvShM93mhuPjrKB2KUs+b+FAs29DqV3Kkvd8VHSeGc6AhnYZiTSX7Uvkckg6Sz8xh+ppdSYGLoni2kMdHzWxZ3hrB9INItvPpNLs21C+bOnA0FZvltElKtHA4Wsaus+JoGkFK5Rygd8PJ6PViXzfy5mm5c3eJ4lpJqyeY6HubeaNV3D1ej0tWrTgwoULNGvWjHr16vHXX3+hVqupW7cu1atXz/X4+BQji3Ym8PvhZDTppgzr6qCm9nzewoGYZCO/7E2k2eRQNo32pEg2WcREUWThzgQW7UigYhELSnmruBup58etcVQrbsHsfm6Z0oG3rmrNpPUx3AzT5Rinc/KmlvhUI/VLPzs+0Od9F6af7sOm745xZts1bv99jSIb2+Hqn306/TXDPPlxazxTN8ZSyltFarpISIyernXsmNXP9bVZunJCZxBZeyiZbeO8clyBd3dQ0KW2LasCk5jUxbmAe/j/xW8Hkvi0hUOmuOfAy2kUclNmCESfNHdgxYHEDAUXwMlGTvOK1mw6nsxHTR1ybL9WKUsWDHSl7/xwyvqr+aCyNb/uT2TDsWRStCJd69jSoKwlX62NYeOxZL7t7kJJLxWNJj1kek8XWj+VmOQ9HzVNK5jP2W12OPsn+xZYmRAwJ2Y7cV2Du4OCI9N8MyZeURTZfzGNwUsiWTzYnUJuSm5HmGvsvUu8rH47bNgwzpw5Q6VKlZg3b17G9g0bNvDjjz8iCALjx4+nbdu2edRTibzmVefmF8FoEvntQBJL9yYSl2wiSWPCYBJpUMaK9cPcKeGl4uyddOb+k8CmE6FsG+f1TJfl83fT+XJ5FAlpJppXsEYhh43rYxmmMfFDLxeaV8zeDblfQzv6LYzk46b2OYYlLN+fxAeVrV8oK7BCKefzZc3RJOuY0XErp+cf5/T847itaEGh8jnnxqhdypKtY7yYuimObzfGUdpHhUYvcjdST7c6tmz/yhtbSxmfNXfgsxyqSbyJLNuXyCfN7HNMACqXCQxr7cjX62IlBfctQG8QWRWUxN/js8p5648m07GGDf6uSvo2sGPZ/iRm983sWVC1mAUO1jIOX9PkWPLqv1QvYcGyT9zpsyCS0r4q2la1plc9Ozr8EI7RJNK+mg1datuw42wqvx5I4ma4ji2jn8TyD/stBlGEY9N8MxmUqhS1YFATez6YFoarnfyNSQp2NSSdbzfEIYrwz3hPCrub9Q9RFAm6omHQkijm94eWla3581gKX7Z0eL0dzmcEURQLLj98AZCY+CRWM0FvTfvvw6hRwgIbSxmXH6Tz+zBPQmIMLNiRwPm7WraM9cbZVs7KwER+2ZvIoe98s6wOfftnLIeualj6qXsm62FauomZ2+LZcz7VXNPyqclsxYFEftqdyJ8jPbNYR/8N1dF1VhjfdsssrD8PSdFpTG+5AYDiNbzoN79xpsFiXNWVTD/dB4CHsXruRupRKQXK+aufy236dXA9VEef+RGcmOGX637Hr2v4bkMc2ydklys6/zCaRAIvpbH3QhpavUghVyVd6ti+E2Ve/osoivgOusPNxYUzvS+/7k/k2kMdP/YxTzopGhOlh9zj/tIimY5ftDOByAQDU7rl7Kb8GK3OxLbTqRy9pkGnNyGTCUQkGIiIN6JWCjQpb0WvADt8XZR8vzmOuBQjP/TO2Z1u6PIoCrkpC9SNvfmUh/RtaMcPW+L5trszH1TO/Hs+dDWNocuiqFjEAn83JV9/WLCLM+mpT8ZDe/u8qS/59Bi7+lJcrvv2KvvEQ+Xx+c+dO8eSJUv45Zdf+OSTT+jfvz9Vq1YFoFatWuzbtw9BEGjevDkHDx7Mkz5LvH6efm9e5F00mkQGLIokLN7IxE5OrAhMxNpCxqTOTqwMSmbhrgTWDfWkegkLRFFkzOpYwuINrBnikWObF++b611O6+7Ch7VsMi1MHb6mZcCiSOb2d+WDylmVXFEU6bcoCq3OxK//qTkPsOVkCiNXxrD761cruxEXlsK3H2zK+Hv8tva4+mUWpIdVXMmc4D4Zfz+MNXA7QodKIVC+kDpL394mSn1xj91fe2frJfcYk0nEfcBd7v9U6I25Vq3OxJZTqZy4bvYKKOuvpkttm/+LEki5cSdST9vvw7g0xz/Ld8N+i+Z9HxWDmthz5raW4b9Fc+g73yz7Df4pkrrvWdKz/osplOl6ka2nUjh4RYPOYE5eKhNg/yUNSWkmPBzkdK9rS4caNhnv0b0oPQFfP+TKXP8cPUJO3tTy0ZJIgmf6vRHx0x9MDaVTTVtuR+h4GGvg18/cM/Xr5E0tPedGMKOXC1+vj+X8LL88ryhR0OQ2r7x7EvpTDP01mjZVbRjR1pFKI+/zxwhPLFQyinupmD/Qjcl/xDL8t2hWfulB7wA7VgUlEXRZQ8NyT1aH/g3Vsf5IMoen+eJkk3mAslLL+PpDZ2KSjCzckcCEzk+E174N7dEbRRpNekjj8lbUL22JKMKe82kc/VfDd91fXLkFsHO1YvrpPhz/81/++vEk46utot+CxpSokVXp83FW4uP85rvzmkQRxXOM/XKZgKmA12Mu3U9n4OJI7K1ktK9ug52ljIv30wmYGEKnmrZM6eb81g8Q/0UUs5Z/sVILJKQaM/4WcpAlElKNzy1oWKhkdKltm22ZoP+y/kgSvw/LvZ5w34Z2DP4pqsAU3Av30olONNK5li2lvFV0nxPBrXA9vQLsMsYKR2s5yVqRWxF6FhVACZMC5yVe/RMnTtCkSRMAGjduzPHjxzMU3KJFi5Kaai5pZmf3ZqyKS7xeluxKJCrRyN/jvIhLMbsmX57rj52VjOFtHCnrr6bnvAguzPbDSi3jmy5OvD/kPvej9TkqRyNXxjClizNd62QeewRBoN77lqwZ6kHPuRE0KW+VJb5TEAR+HuzG0F+jKTPsPt3r2FLGT01imok/j5ldpjeP9nzlmpJOXjbMCe5DyNVYZvf4h2ltt2Bho+Srvzpg45i9J4iPswIf53dDrDOJoHiG0iAIIJeZ930T2H42lS+WR1GhkJoWFa1RyAUOXdUwdWMc4zs58XHTvFlkfBvJTq54jJVaID7VnDAst0cen2p67vCDp1ErhWxljYmdcz5m3ZFkutS2zfV81YqpsbGQcey6ljrv5W+1hmdxPVTHjTA9PerZYjSJdPwhnO5zIxjf0Ylyj3IPFfNQYqES+HJ5NH+P93rnZNf/8m6MhDlw4V46K77w4MxtLR4OiizxeaPaOVJx+H0eROvxc1XStY4tf59JyaTgrjyQmElgzY4vP3CgzfQwRrd3yjQZDmriQKeatvxxNJlDV8xJneqXtmTBQLdXzlZc88NSVGlTjB/abuK3L/ZhYati3I5cfq1vMH6uSqISjYTFGXK1ih6+mpaRJCy/SNaYOHVTg0YnIpfBiBUxTO/pkskVtwfwVScn+i2MZMyqaGb1e3cUF0EQKFdITdAVTSYXvYZlrZj4eyyJqUbsreUEXsr6LIwmkc3HU/j1i5wtJy+DKIqExxsp6Z27wFjSW0VYrCHXffKSM7e0NChrhVwmUKGwBX+P92LO3/FUG/UAb2cFGp0JvQHKFVJRoZA61yzLbyvCS2i4CQkJFClitvzb29tz5cqVjO/at29PxYoVEUWR3377Lc/6KfF2YjSJ/Lw3kRWfu6NWCmw/m0qLSlbYWT35LTUpb0WFwmo2n0ihZ307rNQy2lWz4e/TqXyejQve5QfpPIjWZ1Fun8ZcPkPJP2dS6VAj60K0WimwZLAbtyP0rD2UxJ4LaVirBUa2caRpBas8TVzp+74zc4L7cOXwQ5Z9uZ+JDf/A5z1nvvytRZ6d402krL+ag1c1dK+b83M6fTsdd3s51q8ht8HDWAMX7pmz4pcvpObfUB1Dfo3mzxGeVHmqrGO/hnbci9LT4YdwZAJ81OT/U8n1dVGQkm7iZrguS3KmlpWs+XJ5NKPaOrD/kiZTlY/HRCcaOHFdy88fF4y89TDW8MyQIkEwJ498WIByR06cvqWlQVnLRzqIwObRnizYmUiXWeGolTIsVQIPYw0UdlNSp5QFFbO5x+8a77SC27qKueZtUpoJ12zi8qzUMlpWtmbP+TQGNjEnmTpxXZtpn3N30vmuR+7ulsU8VVirBUJi9BT9z6qto42cj5s5vPK1ZIfSQsEXWzqxddN9rs0/zKS6a/PlPPmNtVpGxxo2/LQ7IUfX1mSNiVVBSfw+PHcr3suSojExdWMsG4+nUNZfha2lnIOX07C3lmUbA2RnJWfllx7UHPuAf0N1mdLMv+30bWjP4p0JNCn/RFBzs1fQtIIV0zbF8V13Z5bsSsxSsmLpnkQ8HBXPVQ/3RRAEASu1QFyKEVe7nIesuGQT1hYFK+jInno1inqoWDjIncRUIw9iDKgUAkU9lMzfnoDmLS9nkRMvYzixt7cnKSkJgKSkJBwcHDK+mzJlClevXgWgZcuWNG3aNA96KfG2cjVEh1IuZNSBT0ozZZsMsmsdWzYcS85wXXS1l5Ooyf43d/Z2Og3KWD3TetGkvBVnbmuzVXAfU9Sj4MIOStf14auDPVm35DJ31p9ndI01gNlN901wj8xrBjayY9qmODrXtMmUD+IxoiiyYHsCA7OpDZyf3IrQMXFdLMeua6n2SAE6eVODwQjTezhnUm4fU8hNyZ8jPWj0TSg96uZuFXxXUSkEetWzY/72BBYMzKyk1ippgZVKYOHOBH7dn8gfIzLLeaIoMumPODrUsCmwcmA2FjJik43P3C822ZhjnHhBIgKyp34HFioZo9o6MqyVA7ci9OgMIn4uCtYcTCbkDVDIC4LX/1TyEcdHVld3Bzl3IvVkF27sYC0nLd08Ed6O0OPukHXyfJ6hs6AnGI3OxLjV0VQe+YDdMZakDW5OkodZORxXdSUJEblncX7TGNrakX/OpPLT7oQstVSjkwz0nBtOs4rW+ZL1MUVrotOPYaSmixya6svmMd7M6e+KUiHw9YfODFkexZYTWeuF2VjI6FnfjlWBSXnep9dJh+pmgeKLX6JIfkpInNbDhVM3NVQfE4IoirR55GL/IFrPV2tjWLY3kZ/yaXW1RUVrNhzN/Z3+82gyLSvlXp8yLynrr+bQFQ2m/7yv9tZyyvqrKemtQiEXOHglLcNF6F1DIeT+yY6aNWuyf/9+APbt20eNGjUyvlOr1VhZWWFtbY1OpyuIS5B4g0nRmnCyfSKmuDvIuZ1NbVlHaxmp2qfrxOvxzKVu9vPoQ2+SzhifamTwT5FUGvmAE2p30j9uTnhhc86KEZVXsWNR8GvuYd7TtIIVnk4KBiyOzDQPgTmmcuK6WO5E6unboOBCGa6H6mjxbRi1Slpyda4/G0Z6smGkJys+98BSJWPKhjiuh2Y/bhXzUFGrpAWbcqlb/K4zpJUDR//VMnVTHOn6J79XQRD4obcLk/+Mw9lWnslj8uL9dHrPj+R6mI7vuhdcDovWVaxZfyQ5W73hMWFxBs7dSafe+6/XPRmgQiE1h65qssjPCrlAKW8V5fzVOFjLOXA5Lc+NEG8q77SC+++jgaZ8ITVKORz9V5tln+uhOrycFBhNImsPJtHlP25L5QurCbqSe62oO5F6ktOMBRbvmq4X6TkngrgUE0em+bJ2mCfzBrqz6O8PMvaZ0XoTf35zpED6kxe4OyjYOtaLv06nUG3UA77bEMuCHfF88nMkNceEUKWoBdN7Pjtx0csw9+94CrkpmTfAFc9H6eLvROgp4q6kY01b/hjhyZjVMcSnZF3Nq1HCIscJ7W1FqRBYPcQDhVyg8sj7DF0exY9b4/h6fSwhMUYcrGU8iNFTc9wDaox5QJNvHiITYOfX3vi65M9vYGATe5bsTiAkJqtwC+YyWMv2JdKvUcG5f1UtpsZCJbArOOfx4cwtLXcj9TlmZH3bEYTcP9lRqVIlLCwsqFu3LnK5HD8/P6ZOnQrAJ598Qu3atalVqxYfffRRAV6JxJuIt7OCO5H6DGG4dRUbjvyrISwuswXiWqguI/Y0JsnIvgtptKueveW1YhFzCMZ/BcH/sv+S5o1w40tKM9Fqahg2ljLOz/Zj7VAPFg92Z92mAACiXFzYu+wiwyqu5OTWm6+3s3mIXCaw6gt3bC1llB56nyHLo5n3Tzzj1sRQeuh9/g3V89c4rwK1nn36SxTjOzrxRUuHTFbYe1F6WlayYmJnZz5ZGpXj8bVKWnLt4bslL7wITjZydk7w4swtLaWH3mfUqhimbYqj9/wIusyKYGAje6oXV1NrfAiVRj6gzND7dJllrrbw97gn2Y0LgtqlLFApBJbvz96AYTKJjP89lm51bN8IC25ZfzVeTnI2Hs95AeXS/XTO30unQ/V3Ux75L++0i/KxRxOhl5OCoa0dGbEimm1jvTJqXt2P1nPujpaln7gxfk0MxTyVWVY2+jSwo9uscAY1tsc+B9eIRTsT6FLHLktd2vxiZWAiCjksHuyGXCYQn2Jk/8U0kh6tcn6xqwefDzoC228TvP02n/zWEr8yb2Yx96fxc1WyY4IP5+9q2X0+jZgkI5WLWDC1h0uuMdDPwmgS+TdUhyZdxMdZkfH8wZzx8PdDSfzzlXcmNyelQiDdYBaA3vdV06icFeuPJPPJf8ospOtF5O9gckQrtYz5A92IiDc8qotrooyfivEdnXB3UKA3mEtPmUSzEJrfGborFbFgaCtH2kwLY2xHJ9pWtcZCJUOjM7HtZArTN8cxpoNTvsdoP40gCHzf04X+CyNQK91oWNYq0zt0+paW/gsjmN7TBaVC4NrDdJbtS2Ln2RSSNSKeTnK61rGjV4Btrq7XbzIvE4MLZCoNBPDVV18B0LdvX/r27fuq3ZJ4R/BzUVLGV83WUyl0qW2LnZWMgY3sGLQkkj9GeGJjIcNoEvl1fxILB7qi0ZkYuCSSnvVtc5wzyvmr8XQ0C4I5Jbg7d0fLlRBdhpfK62TmX/GU9Vczs7cLgmAOudpzIZX4FPN8P+G3xrT8JoSBcZdZP/kY6ycf4+MlTShZw+s19/zVsVDJWDTIjfEdDGw8nkxUkhFHGzk7vvKiRA4lGF+GtHQT18P0GE0ixTyU2WY8Pn83nYh4I70Dsr4zj+WFXvVt+XFrPMF307NdHNHqxXc+sc+zcHdQsGWMFzfDdGw/l0qKVqRRWSsWDHTF3sp837/tZuJhrAG5TMDfVfFa7pkgCKz60oPW08O4HaHn42b2+LsqEUWR07fT+WFLPFq9iSUfvTmy9fc9Xeg8MxxrtYwPKmeWR4LvptN9TjjTe7hk5AMxmUR2Bqfxy75ETt3UYhLN4+OARnYZnnxvM+90maB5e4wEXUlj/XBP7KzkLNgRz0+7Eunb0I6A0paMWhVDCU8loXHmQvFrh3pkq8ROWBvD2Ttaln/mkSkJUrpeZN4/8Ww+kcKOid6vpIQ9L6IoUmtcCHP6u1LOX82k9bFsPZlC7fcscbGVo1y0g20161PWT4W3jYh6+T4AXPzsGPpHW+SK17/SVFDoDSJLdiew4kASaqWAvZWMO5F6qhWzYHhbRyoVsSD4jpYRK6I5MCVzSnqtzkSlEff5Z4IPRdyV7DibypqDWWOAhy6Pooi7ki/fsGLf7yoHr6SxZFcCp2+l42QjIy7FRI0SFnzS3OG1ZDEURZFlexOZ9Vc8KoVA/dKW+LooOHRVS0iMnmk9Xfigsg3rDycxZUMcAxrZ8WFtW5xt5dwK17PiQCJ7L6bx+zDPfFHO87tM0B/XEnLdt8t7Dnl+fom3k5ctE3T4qoZ+iyLZNtaT0r5qjCaRL5dHc/RfLR81tePsrXQexOj5sJYNP+9NonwhNT8PdstVKD57W0unmeHM7edKm6rWmQTBkze19J4fwfc9XWifgxW4oNDqTLw/9D77Jvng46xg8p+xrD6YTI0SFng5KhAW7GBL9Xr4uypoUt6KIQ2smNJyI4ZHMf+j/miNVwmnZ5zl/5f4VCM/bIln3ZFkvJ3MitSdSD2tKlsztoNjpizc87cnEBpnYEavrJ5ktyP0NJnykKtz/Zn0RxxejnKG/EcmEEWR+hMfMqGzE03L/39Y0N4FwuMNzN+ewLojydhaykjXi1iqBAY2tuejJvYFZth6HtLSTczfkcDSPYko5AJtq1njZCPnyDUNN8P1TOvhTKea5gUag1Fk4JIobobp+KKlA80qWqGQCRy8omHBjgRUCoH1wz3e+Hjx3OaVd1rBVVraMeH3WLafTaF3gB0NylpxJ0LH0r1JXLqfjqVKoFIRNX0a2NO8onWOqxUmk8isv+L5ZW8itUpZUspbRUKqkb9Op1LWz1xyKLvY3fwgOslAnXEhXJjjT9dZ4Xg6Kfi2mwsuj5Jojau6kv7butF/UQSRCUZuLCrM5QP3WTsmCIAPJ9ehYsuiBdLX14neINJvQQTpBpEJnZ0zLPNp6SY2HU9h+qZYFgwyZ7P+Zn0sOyf6ZGnj2z9jCY83sOgjNwIva1i8K4GNo56sit8M09Hyu1COf++Xcf/zmscWyhM3tBhN8J6Pii51zArS/zNxKUYSUsyr+Y55uLAUlWiOqTGaRN7zUVPEPWeX6+PXNYxZFY1JhPrvWxISa+DEDS0KOQxu6sBnLRxQyAVO3NAwaHEkW8d6ZUlCB7DtVApfr4vhyDS/PHd1khRciTeFl1VwATadSGH4imjaVbWhU00bbCwFNh1PYWVQMlq9CTc7OZWKWDCwsR313rd8rqRDp25p+fyXKEQRWlSyRiGHQ1c1hMYa+P4/mfNfFxfupTP4pyiOTvOh57wITCaY0881Y6F9WMWVDN3TnW5zIohONHJjoT+CIBB5J4HvO27LaGfS7k44uElK1dPEJhtp8V0o1YtbMKKNI4XczGN9TJKRn/cmsjIwiX/GP7EUz9wWT7LGxOSu2ceBdvghjIDSVsSlGLG2MCf4eZqd51IZsyaG8wVcM1UURQ5d1bDtdCrJGhNejgq61bV9pxJjFgRanYnwBCMKGXg7KfLtGRqMIseua4lLMeJiK6dGCYtnWrBFUWTuPwnM255ApSJqSnkruRai5+gNLf4uCoZ84ECX2raZdJxJ62O5eD+ddcM8slR4MJpEPl0ahcEEyz91z5frzCv+bxVctbX5Yi/dT2dFYBIXH6V0r1hETd8GdlnKBj2LFI2Jv06n8DDWgJVaoFkFa4rnoZvM8xCZYKDh1w8Z0sqBA5fMlp+nf2jjqq5k+uk+nL2tpdXUUHZM8KZiEQtMRhNL+u/g4dVYACbs7YK1Q+4p0N9mFu6I5+AVDb8P88x24eLMLS0954azfYI3zaeEcm6WfxblIkVjov2MMMr5q7C2kGE0wdQeLoiiSNAVDcN+jWJseye61s2fJBe7glMZ9msUFQpb0LyiFUq5wLHrGnadS+PLVg580dIBQRCIiDew5lASe86noUk34euipFtd21wXbSQyExZnYPIfsRy4lEaVYhYo5XDmdjrv+6r4urMz5f4TunD0moZBiyOY3d+NZhWeuAKZTCLbz6YyelU0K7/0pFpxC/rMj6BROSt6B+T8ngxYGEHt9yzpn8cxxPmt4G74NyHXfTuXcsjz80u8nbyKggvmuW9FoLkkT7pepJCbkj4BdjQqa/nSwqYoihz9V8vxG1qMJpGyfmqaVXh2huWC4twdLUOWR/N5SweW7k1k5wTvTKUIh1VcyZzgPuw+n0qf+ZGsGuKeyTp460wEiwbtBsDZx4aR69tgYV0wuULedPotjMTTUc60HKpkrAhM4pe9iRyZ6oMgCPx1OoXFuxLZNdE72/3vRulp8W0oSoXAxE6OfFjbPN7rDCIbjiUzYV0s64d5Ur1EwclddyL19JwXgdEk0r2OLS52Zs+hNYfMXgBLBrtlimu9F6XntwNJHLiUhs4oUsxDRZ8GtjQua/VOZup+kzCZRBbtSmTRzgTcHRT4uih4EK0nNtnE5y3t+bhpztnCv/o9hiPXtKz4wp3Cbk9+3ylaE99uiOPINQ07J3hnlFdL1pgoPeQ+x6f74p1D3exUrdl75PB3PvjlU26VvOD/XsF9lzAYRcoPu4elSsbCj9yoUSKzW+ZjBXfFgUR+3Z9IhcIWzH8qJXvY9TgW9PwbgHq9StPiyyoF2v+CwGgSqTbqAb9+4ZFrtriPFkdSrbgFx69rqFbcgsHZlHNK1piY8HsM648kU62YBZ6OCi49SEelEBjbwYkW+ZS1N+hyGp8tjWL1UA8qFck8IYbFGeg2O5wPa9vi56Jg5Ipo2lSzoWMNG+ytZVx5oOO3A0noDCK/D/d4a+M7C4rQWAOtp4XyYW1bPmn2JNY+XS+y8VgyUzfGsnKIZ0ZNPJPJHCbwXXdnGufgavbPmRR+3BrPP+O9KDf8PpfmFso1QcaBS2nM2hbP9gnZC08vS34ruBufoeB2khRciUe8qoL7/0hCqpFywx5Q1EPJiDaOtKqSebx5rOB+tzGOEzc0WKtlWUqsAJzbeYfV4w8DULKmF4PmNUKufLNdD/OTiHgD1caEcGmuX0bc538xmUSqjA5h0SBXapa0RG8QKT30Pn+O8My2TiuYF6V7zY/ASiWjdilLlHI4dl1LCS8l33ZzzjKX5yeRCQYaTgplSCsHBjW2y6QcpetFvlgeRVSikU2jPJHLBH7dn8jkDXH0qGtLu+o2WKsFztxKZ+neRJxt5awd6vFGJFN6FxFFkSG/RnP1oY65/Vwp4/fk/Tp/N50hv0ZTvbgFM3o5Z1FyLz9Ip+OP4Zz43jfbEkqiaHZFLuahZFwHc7jChmPJbDiewp/ZjBVPM+y3aPxdFQx9g0PwcptXpLf1LUMhF+hQw4aIBAPViqkRRTHTByBdb2LZvkQ+amJvDhw3iRkfj+KOTDvVmxqdS3Jo9RXGVV1J5J2E13tRecz1UB1KhfDMVOjta9iw90Iqo9o7Me+feHYHp2bZR8Acg9Gxhg2fNHegeSUrFg5yI+hbn3xTbkVRZPIfsczp75rthOjlpGDtMA9mbotj1KpoNo724sc+rtQoacl7Pmo61bLln6+8qF/akl5zI7KUsZHIzLg10fSsb8fYDk6ZYvDVSoEe9e2Y3d+NT36OzMi6euiqBkuVQKNyVjm2+UFla/QGkcDLaThYyZ+Z/dHPRUHMc9Tce9MQBCHXj4SExMvjYC2nZWUrzt1Np1mF7MebpDQTKwOTGN/BieM3slaKAKjUoghzgvvQ8vOKXD8exshqq9k4/USuJVDeZQ5c1tCwrGWOyi2YSz92rGnD7vPmLPlKhcA3XZzpNT+Cm+FZMyHfitAxalUM8/q7cXSaL51r2dCmmg3/jPdi+1feBarcAizalUiLSlZ81CSr5U+tFFg8yI3YJCP7Lqax42wqM/9KIHCyD9N6uFCtmAWlfdX0aWDHoe988HUxl2uSyB92nU/jxA0tW8d4ZVJuASoUVvPXOE/2Xkwj6Iomy7HL9iXRv6FdjvWBBUFgeGsHVgQmYTCaf+8xyUb8XJ5t+PBzURCT9PbJJY+RFNxX4N9QHRuOJbPpeDJ3o7IvX5IfdK1rh8EIC7YnojeImExkfAAGLIrAz0VBaT85BpNIslaf6SOK0HZ0Db7a/SEAc7tsY+lHu94ZRUirFzNcMXLDzlKGVi9SylvF6qGejF0dQ+tpofy6P5ENx5KZ+HsMVUbdx99VybwBbrSsbE2HGrZULmqRr8J78N10NDqRxrkoUD7OSmwsZDQobZVtciJBEPiqkxNGEwRezr3M1f8zITF6Tt7QMrhZzhalZhWscLSWc+Ci+T6eu5NO4/JWub4DgmBWgG+G60lIM2bU2s6J0DgDTjZv33D8MmWCJCTeZK6EpLP+SDJ/HkvmXgHO6zkxso0jogi/H0nKViHtOjucVlWsec9XxbP01SYDyjH7XG+qty3G0T+vM7zSKg6uvZpPPX9z0epMzyUj2D+SER7Tva4tI9o40mhSKH0XRrL2UBJrDyXRd2EkDb8OZUQbR7rXtcXHWUH76mavqpKvIdZVbxBZcyiJT7LxSnuMQi4wuKk9vx1IYsbWeGb3dck254RcJjCvvytXHui48CjMTyJv+WVvIkNbOea4EG5vJeeLFvb8sjdryaIzt7U0rZC7saW0rxq5TOBhrLm8mpONPOPfufEwzlAgyXPzi7dPonoDOH9XS5tpoXT+MYx9F9LYFZxKy28f0nVWGLcj8r/GWTEPJS52craeSqbmuBB+2BrHr/sTGb82BjArbnMHOHPypo5S3jn7zts4WTL9dB86TKjF3eBIvqq+in+PPMz3/uc3Ps4K7kXpSX2GUnHpQXpGlsTKRS049YMfg5vac/FeOvsvpmFtIWPPJB9+7ONaoLGs10N1VCmmzjXmJSrRQFKaCWuL3JWsPg3s+P1Qcn5087mIiDdw4oaG83e16Axv3gLK8etaAspYYa3OeSj8H3tnGR7VtYXh94xGJ+4QrLi7uxdrcSlOhd7iUoq1hSLFpQItpTgULe5e3LVYsbgnk0nG59wfA4E0EyEkWPPeZ55e5pw5Mjmz9157r/V9giDQpoojf92yzp6KopglcxxBsM6U1y5uz59n0vemA1hzLJH2NV6/qM2LImTyyiOPt4Vz93Q0mxRChxlh7LuSzM7zSTSYGEzHmWH8E/76At33/BQU8ZUze2s81b4MYsafcSzal8D/frX6rVYqrGRWb0+O3dBSNjDzYEoQBLp+U5uZZz+icEVv/px1jmEVl3P14KPcvpU3hoLecq48zHysduWRngJeqVe6+jRUcW1eIDWL2XH0ppajN7XULGbHtXmB9GmYO3ocL0p0ohmJIFDEN+PayerF7Lj6yEBMoplm5dOfUJdJrWOJVa9xLJEeZovI1Ud6Tt7S8ijq9U9IvShPRcDaVc04SG1XzYljN9Ou4Ipi1vpaiQBPR2AtKjpw8paO8Lj0g9yngqwfvoXjkqfkFee9IOfv6eg5P4yvu3jQocYzVTKtwcLKI2raTQtly5f+uSo+JZUI9G6g4lGUkb6NVOy8kMTdMCO+blKigKkfuWMwiaw4ksj4TpnnzldtV5SKLQszu8MWlg87iEwhYfz+rigdUjeOiVoLey8lEZ1oVa9tUcEhXW/g14m3i4waxexYfyKRvo1sr8yZzCLLDqmZP+CZh5lcJtC6ihOtq7zeH7RMKqA3ZhwMhseZUdlLMvWfLeovZ/WxzGfqsoJGa+H431qrEqO7jJrF7ZCmE4Rffahn1tZYTt/R8Z6fnCSdSLTaTM8GKoa2dk2j2ve6MJrELMn8K+UCxidfY4VCSmZsiWNsx/T3F0WRoze0fNfdg4qF7Pj8lwhql7RPZTvxlN0XkzhxS8uMXrbFTvLII4/c5dRtLd3nhTOthycdazqliEwl6y38dlBNy+9C2DXen/dsqKC/Cj5v7sK+K8kMamn9b3i8iRIBCu4D33X3xPxEoObTZlmvbZbJpQxa2pJktZ7pHbby+8gjAAxZ1pKC5b1tfuZBpJFD15LRGUWK+MhpUu7NEeR6EeqXticm0czZezqqvWc7dTgywcSeS8lM/yhtu+ziIH3yXb+ZteRyqYDBaC1byyjTSP9kn6L+ikxFpIr7y7n8IHdWcC0WkTN3dTyKsgq41itlb9OL+HnMFpGf9iSweF8CSrmAu5OUfyIMlM6nZNQHbtQr9eptA7ODKILJTKbjEDu5YHORoEIhJYevJ6dbFw5wJ9SAzigS8ER93cVBSo96zgxZGsXKIb6phOvA+vf4alUM9UrZpxKtetvIC3BfAItFZNCSSGb18aJV5dRBkL1CQq0S9mw/n0TzScEU9VNQqbCSPo1cciVFpX8TFa2nhpL/ajJffuie0smMn2wNREaviKWwj5xaxbOmFC1TSPlye0ceXIrgl0/28E39NbQYVJn6vcpgMotM3RTLqqNqahSzI7+nnDN3dIxfHU3n2s583cUjzQ/kdTOinTvdZodSMp8ijRCXySwybGkUhXzk6XZur5Naxe0ZvzqaJL0l3ZVFJ3sJsRoztUumvv6EJDObTmu4G2qtQ7ZXCC/tY6YzWJiyMZY/TiRSvqASD2cpd8MMJCRZGNbGjR71U89a//VEYXj0h+78/JlPyj3cDjEwbXMsXWeHsXaEX6bBeVbQG0X2XU7iUZQRe4WEJuUdbAaR6VHUX8GPu+MzHQicu6ej9hOf3QZlHPhyZTR//a1N13v30LVkTGaROiWtliXD2rjRekoInzV3pXNtJzycpNwLN7L8sJo/z2hYlY4H95tOXp1tHm87ZovIp4sj+fkTb1pUTL2K4qCU8EVLFx5FG2k5ORR/dxkyqdUWrG8jFflfkbpoj3rOrD6eyI4LyUzu5pEyGB42zhqED/s9CqVMoG2VF9eFcFApmbS/M7GhGia32sT8PrsBGLv1Q7wCrW17WJyJIUujOHdPR8uKjjjaSdhyRsOw36OY0MmD7nWdc+5mXwFSicD4ju4M+CmCbWP8UyyCnhKfZKbHvAg+bqJ6Ky35PJwl+LvLOHZTS/3S6a/Mbj2XRKXCSoJj0tZZWiwiB69pOXw9GYNJJDrRjCIXHveNpxKZuikOuQzKBCqJT7Lwxa9RtK/hxORuHjaFrcwWkf4/RhCZYGb5IB8qF7GOgwwmkT/Pauj/YwTTPnrm+ZrTaA0Wdl1MJijaiJOdhOYVHLLdFkgkAsX85Zy9q6NWifSD8jN3dTYzMvs3VtFzfgQDmrikKwK2YGc8vRo4pxqnf9vVg94Lw2k+OYShrVxpUdERqQSOPPHBTdaLbBqVsQjVm06eivILcPRGMl+vi+HwpHypBnYWi8j4NTHsOK/ho/oqfjuYwJQentwLNbLyqJpudZ0Z19E9xwaDJrOIRRSJTDAx6Nco/okw8mF1J7xUUkK+3sbGqvVoUt6O0e1dbAaevi5KdKb003ftZRLWjTvGtQPWlKXYjvWIlyqZ188LX7dncyJRajOjlkdjNossG+z7xs3kHr6ezMBFEdQqYU/7Gk6oHCRcf2Rg+RE1RXzk/PK5T7o1D3qjyIlbWhKSzHi5ZLxamRv0XhBOuQIKRrRzt7l9/+Uk+iwMZ81wP+qXdkAURX7YHc+CHfE0KGNP1ffs0BlFFu6MRyKBVUOfqQC/CHqjSPe5Ybg5SpjUzTPFfxHgwj86Bi+JpGNNZ4a1tWYKaA0WKo98zC8DfWwGfxaLyMc/RVDYV864jrb9BLOCKIosOZDA3O3xlMqvoHR+BepkC7svJlGtqB2z+njh7ZL5/J0oijSYEMzEzu40Lmd7cBgUbaTRxOBUVlIHryYxeEkUvwz0SQl8nx7v6A0tny+OYNFAH+qVeja4uPxAx5IDCew4n4TWIOLjIqVbXWf6NHLBzy135hpzW0V56920NUHP067os8mPPOXc/zZvqory3stJTN0Ux9HJab3QdQYL/X+K5EaQgYh4Ez9/6oW3SsafZ5P442QiEzq6M6DJq7mXuCQzAxdHcu6ens61nAhwl/HPuK1sqV6PRmUdWNjf66UnMwGCbsYwp8cOAOydFXyyqi1t50XTva4zQ1q5ppqYvPRAT++F4XzR0pVPmr45f9OssnhfAlM2xtK+hhMtK1mt+I7d1LLyaCIdazoxrYdHpiubZovIyVs6IhJMuDhIqVvS7o3IUPrtYAKbTmnYOsbfZolVWJyJuuOD2TLajw4zw9j2lX+KN+6Ff3T0/ykSZzuBD6o74aAUmPFnHFq9yPC2boxq55oj49lf9iewcFc8P3/iTe0Sz7RNIhNMfPNHLLdCDGz/yj/Nc73kQALrT2rY/pW/zZXPm0F6WnwXytnp+VONWV8WURRZsDOeeTvjqVBQSan8CmITLey6lET9UvbM7euVrQmRn/fGc+KWjpWDfWx+r6Io0mlWOK2rONpMgx+6NIrboQaWfeGDj+uz+9UbRWZujWPLGQ37vw5IU09rtohsOaNhyQE1Z+/pEEUoG6igf2MXutR2eiOe48zIswnKIaZvigUBxrRPHXR8vyWWYze0rB3ui8pByvClkZQtqKRvIxdiEs10nhVK+xrO/K+la45cR2ySIVXO/a0QA/suadHoLMh+2IP9pDq4OqXf+BjMFpwU6f8Iu1fKh5NCRlyohlkfbgagZMNAekyrn/Ljs4rICBhNIm2nhdC/sQsda715s7iJWgsbTiZy4EoyWoOFAl5yetRXUaWI0mZDYjKLzN0ex++H1BTxlePjIuVhpJFYjYX/tXSlX2PVK1m1Co010WZKCJ3+ZV1jMIlsOpXIpPUxdKur4q+/tWwZ48+S/QlsPq1h9TBf8nlYZ/mO3khm4OJIpvbw4KtV0fwxwj+Nn2tmLN4bz8Fryawd7mczwI+IN9FwYjBbvvSneICCdcfVbD+fxOph6c/83Q830HpqKJdmF8hSerAtZm2NZfu5JJZ87pOqHCBZb2He9jh2nE9ix/i0DbotDl5NYshvUawe5pdGeTsszkTX2VZLpn//fg9eTWL08mi8XKQ0KGOdZDh4NZmEZAuz+nhlOHNusYivxFcwL8DN403hTQ1wJ66LwclOwugP0pbzfPxzBDqDyJLPfRiyNIqaxezo/WSA+SDSSJupoUzp7kG7aq+urOVumIHNpzXEaiwY5uxk6L7uL5S1klVuHA9myeCDAEh8XZj+ZxvkyrTt6cNII/XGB3NhZn68sjCp+KYRFmdi+RE1p25bB/il8yvo10iVaZmZKIr8dlDNvB3xuDlKKOwjJzzezN1wA/0bu/DlB26vddLfZBbpPi8cgOkfPROQEkWR03d0/O/XKD6q58zwtm7M+DOOk7e1rB/hx90wA22mhTK3jxdtqzoiCAIbTyUyaX0sO8b602NeOC0qOTKug+3J96wSEmOi5tggjk3Ol2YF/el19v0hgqL+ilTnEkWR6mOCmN3bi7oZpCEPXRqFn5uULz98uet8nonrYjh6Q8vS//mkqm9O0lmYsimWw9e17Jngn6E6ty0StRaafBtM26pOfPWhW6qxgdkiMml9LIeuJbN3YgAONrL6zBaRKRtjWXJATaOy9pTIpyAm0cKWMxrKFVCw6FPvTCf8rU4svHV+x3kBbg7x3YYYHJWSlNUqAHWymcojH3N8yrOZojEro3jPV8GAJzOa98MNtJoSwsXZBXIkLfPfAe7zzGiwFu9ZdZFmcJqsBrgAXWeHUSc5lLAdNwDo9G0dKrQonBLgAuy8oOGn3Qk57uH5qomMN9Hnh3DUyRaGtXajfU2nlHu88lDPsKWRNCjjwMTO2V95fBFCY018sy6Gw9eTqVbUDplU4Pw9HSUCFIzv5E6FQkpGLovi/D96HkYaOTEtP/k85ESrzaw+pmbR3niWfuFLzeL2rDyiZts5DRtG+Wf5/KJo9Xud19+L6kXT70imb4olIdnMtJ5eDPgxnOYVHemUyWRHs2+DmdTNI036eFZ4EGmk5aRgjk3Jn26jPXJZFA5KgUndslbXuuO8hpHLoqhSxI4WlRyRSeHkLR27LyYxqJUrg963PWNttogcuprM5SfqkpUL29GgjP0b00nkdoC7LZMAt21egJvHE97UAHfcmmi8VVKG/Mvr8W6YgRaTQ7k+LxB7hYQhv0VRrqB1deMph64lM25NDCen5nst6fpPfXBzi4RkM+26n6bio3sAuAc4MW7rh0j+NcD44tdICvlYvXrfdURR5Pw/emb8GcuNICPz+nnS7Dk/9HvhBkYuj0ZlL+H3L3xeaebXvzGYRKZvjuX3w2qK+yvwUkm5E2bAYIKRbV3pUc/aPpvMIr0WRBCXZMZgEulU04nPmrsSEmNiyYEEVh1LZMuXfpQJVBKZYKLKqCDOfJ//pTKPvtsYS3ySmVm9vdLd5+9gA+2mh3JjXoGUVeigaCMNvw7h7g8FMvzNHb+p5Zv1MRz8Jm1mRna4GaSn3XSr36ytVVpRtJY6BHrKGd/xxYPqiHgTPRdY06571nfG311GULSJVUfV5PeUsXyQL56qjAPn+CQzW84kERxjwtleoFUlx1zVA3oTyPPBzSFKBCg4dSe1itm2c0nUL22fEtyKosip2zpK5Hv2UBX2VVC2gJK9l94+u5YL93X0GFaBiYe7AbDh678YV30FBt0z4aKm5R25eF/31nrqxSeZ+eLXCKqOfsydUCNlAhXM3xlHnbFBbD9nVb8tX1DJptH+bD2j4dw9216DOY2/u4xfPvfhr6n5+ai+io41ndj6lT+bvvSnYmFrOs+sPl4U9ZdjrxBoNDGYyiMeUf3Lx9yPMLL1qwBqFrcGkJ1qOXHjsZ77EVlXGYxMMBOfZM60Tvn9yo6cvG39TnQGMUtm8M52kkyFtNJj+aEEutZxznBG8ov3XVl/IhGtIWMl7ae0ruLExdkFeL+yI2fv6jh+U0vxAAWnvw9kcCu3dDtSqUSgaQVHRn3gzqgP3GlUzuGNCW5fBXk2QXm87ZTKp+DE7bRt+ppjifSo54y9QoIoivx1S0vp/KkHiw3L2KMzily8/27ap9x4bEBWsQBzLvaiTpcSxIZoGFFlJQv67U61X4uK1nbzXefA1WTqjAum14Jwjt/UUSa/ggE/RtJ7QTgR8dYx0Xu+Cv4Y7kdwjIn1JzNWz89tFDKBiZ09uDm/ACPbudG+hhPz+3lxYUb+lOAWrMKWKwb70LCMPRfu65m+JY7SQx5Rc2wQCVoLB74JSPFn9XaR0aGmE8uPZDy5mRknbmlpXTnjmvGS+RQ42Um495yK+dMxRmYTSs722R9j2GLJQTV9G6Vfk231m3Vj+WE1xmw4Rvi4ytg7wZ9fBnoTHm/1J45JNPP7Fz7sHBeQaXALVt/svo1UTOjkztDWbu98cJsZb18+SS6i0VrYeCoxRSWwoLecj+qpUtI6W1dxZOLaaG4G6SmV3/pecLQplYjU0RtajCaR2iVSBwUlAhQEx+SchLk5A89aEZHEDCxyFFJQ69NX1hXFZ9stFkgympE6SPjyWHfO/vE3h3+8xDf11lCjU3HajqqO8ER83Jp2+ew4b4MATUKSmXbTQqlV3I6S+RQMbuXG+5UdEUWRE7d0DPo1EnWyhR71Vbg5Sfm4mQtLDyZkq541u/i4ymhZyfZPVRAEFFKBb7p60KisA8l6ES8XaRpxKjuFhMpF7LgVbLDpdWcLo1lEIRMy/Tsq5ELK82i1X9CnEWt5Hr1R5O8QQ7bT6i490DPqg4xnSAt6y/FSSbkfYaR0/qylZTsoJXSvp6J7vTfD6uHt4M3/jefx30RrsLD5tIbdl5LR6Czkc5fRs76KakVTl6d8WN2JcWtiuBNqoNhzA8KgGBONn3iR77uSjFwqUL1o6nZfEARKBigIjjFRucirua9XiUUEiWDtAzqMqc4HI6oystpKHlyKZFjF5dTtVpL2o6shEaz7vstsO6dhxLJoFg7wYvNpDWUClQxu5Yo62cK8nXE0nRTCga8D8HaRoZQLjGzrxqxtcXSr8/pLt+wVEpqUS79kBqxBbsVCdtQracfiz3zQG0V8XKU2sw7rlLRn69mXC96N5qw7GJjMzx4uXzcZ0Woz0WpzhkHf5Yd6m6nP2eXCP3pm98k4I6xEgAI7hcDjaFOmFk22EASBau/ZvZHip28jeQHuEw5dS+bzxRHUKG5Ph5rOONkJXH1ooPeCcCoXUbLwY2/sFRImdvag1/xw1g73o6i/AgelQGSCVYHu4n0dX/waybx+XmmCgvgkS4792JL1aRXvnkejsyDNoPYjQmNEZZf+n376oX9wVlq3u7rA11uDKBr4ZGM+B5ym1EIz7iSnN9zm9Ibb1JrWkpL5FICAxQKYzUjkb4fy4KxtcVQqrOTrLh4UGfiAZhWsnYAgCNQpac/G0X60mBRC84qOqJPN3Ak1sP2chii1marv2dGrgSrXBIKyilQiYDKTaY2F0SwiEUQOXEni6E0tBqPIe35yOtVytinJ7+0iw2ASeRBpzFAq/tRtbYo4RY/6znSZFcaQVulbAW07p6FkPkW2fw9Z9n2TCLylSQVvDf+hxeo83iLO3NXRc344ZQIVdKntjLuTlL+DDXy6OJICXjJWDPZJqZNzUEr4urMHnWaFsWm0X4oVkKNSQpzGzJm71nrFxZ9525zsi0sy26yLexcomU/BrWADcUlm3BylSOUS5l7qjTbRwNh6azm+9m+Or/0bSeOylK9RMPWHLWaQvB3jgMxI0lkY9FsUW7/0p0IhJcOXRadosagcJEzs5IHJDBPXxbLoU6vFUtkCCi490NN6aggCAuUKKujbSPXarKayglQCZguZjmmMpmcaEnqjVbn4/D/WLIYKBRW0r+GUaTleqXwKTt7WpWSZ2SIywURIjCnVZLizvYRWlR1ZfkSdbkq8xWIVofw6B8vJRFHM0rhDEKyLTHm8ft7NVvkFuXhfx/9+iWD5EF+WDfKlXTUnGpdzZFhbN05/b43sBj0xVe9aV8XQNm60mhJCr/lhaHQW1hxX0+H7ED6aG8b3vTxpUj716lWS3uof+zR4epsoVwwu3rSu5D5FkAiM2dKCz6R/AnDyq93UOXsGAOn6ddg1qA2xsa/hal+MZL2FDScSGdbGDbNoDRT/LQpRxFdBy0oO9PshnNZTQlDKBOzkEj5v7kqcxkz98UEs2hv/em7gCdWL2bH3UlKG+8QnmTl9R8fY1THM+DMOL5WUon4KLt7XU3XUY+Zui0uTYq6QCXSp7cwvGdyfwSSy9EACvZ4Ir5TMp6R2SXs+XRSJzkZ68KX7Or5eF8MoG4IuWaV8QSVHb2Sc7h8SYyIszoREAnO3xTFhTTRzt8W9UIp2Hnnk8fZxN9RAt7lhLOjvxebR/nSp7UzT8g4MbuXKhZn5Keglp8e8cCzPLTn2baRicCtXGn0dQo954fyyPwFRtAq39JgXzsL+XjQum7b/fhRl5GawIU3G1ruCh7OU5hUd+GVfQqr37Z0VzL3Um3EbGwFgOXiNmCnbuXMmzLrDw3Wwvxbo3/xxQFbYcEpDreJ2KV6jRpOI3b9WH4e0cmXnhSRiEs38sDue2uOCEQT4uKmKYW1ckUkEmk0KYfya6De2nKtCISVXHxmIVme8iLLrYhK1itux7ZyGUkMesfavRAp4ySjoLWPLmSRKDXnEHycSMzxGv0YuLD2oJjmDbMNf9qtpV80RlUPqUGV4G1d+3BPPvitpxz1mi8iIJzXQjcvmnBeu1W9Wm+E+98INJOlE8nvI0egsLD+sZuzqaL75I4aD15JTtTl55D55K7jArD/jGNvBw6aQjlIu8OMnPtQc85irD/WUK6jko/oqPqjuxJbTGq491qNykODiKOXSnIJpUi5EUWTmllhqlbBPUbd9m3gvEG78A/tOQqPqoJCDfWI87h90xvn635iqVMUoLQIxSYyvsYJP78+mhPoaypbNMOzZD+45p2CX0/wdbCCfh4xALzmiKOKlknLloT6Nkq7eKHIzyMC5mYH89beWv4MNNCrnQKNyDnzxvisdZ4ShspdkKbVVZ7Agk6YNpF+GD2s48d2GGJvX/pTJ62Mwm+G77p68/1zdywBcCI8z0XVOKKfvaNEbRRJ1FvzdZHSt68zHTV1oOzWUwr7xDGjikmoFI1lvYdATcZG6z1nlzOvnzZDfIqk5JoieDVRUKKQkSWdh2zkNx25oWTDAO1viUk/p3VBF22mhDGzhils6KskLdsbh6iihw/dWBfN8HjKCY0y0+i6YmsXtmd/fO0u1wq8TURQ5ckPL7wcTOHVbh9kiUiKfgl4NVHxY3TnbCtQ5iZCXopzHG8ac7fF83tzVZpmEVCIwp68n9cYHc/iGNlXQ2r+xC51rObPhZCLXHhuQyp6u7rrTslLaY5ktIhPWxtCznvM7u4ILMK6DO80mheDtIqN3A+dnGgP6WJIufszZGv+jqew0CX8V4+fP9gEwpv9YfNxD4VBTaLQflG/uOCAr/PV36npRqx6Ljg41nqlnezhLqVRYyaytsey+pGXJQG+GLI2ibRWrWGWjsg4Mae1Kh5lhTN8Sx1fts/6diKKI1mANqnNT48HdSUrryo7M2xHHd91tp+PeCNJz5IaWtlUcGbk8mg0jfalU+NkEz/9auHL9sZ5Os8JINojEa8zsuWR1sQj0ktOzvjNNyzlQoZCSuqXs6TEvnOWDfFMFsaIosuZ4IiuOqNn/dVrx0mL+CtYO8+OjeeGUL6imS20n3J2tWRq/H1IT4C5jzTDfHP2u+jd2oeucMD5p6pIm4H7Kwp0JfFTPid8OJjB9Sxx1SthTvagSndHaVmgNIr8O9KZKkbd/QsxiEdl7JdlqMXRXh8UiUraAkv6NVXxQzcmmNdWr5j+vohwaa6LhhCAuzSmQYSc1d1scYfEmZvRKq/gWHmei3fRQ6pWy5/OWrinpnHdDDSzYGc+Vhzq2jAnIMcPwoJjkdOtdFrXcgPK7muiM6c+KGTNJtZAK1rqbp5hMcOKilKAwgUL+ZpofX4dGK7AlsCUNwk+y4NwEkhu25PuI91M+M+tyP4SqVdAfOwHS9IvyXydn7+r4el00uydYVfbm74jjVoiBnz/1SdknIclM+eGPKFdAyZ9j/Gk3PZR+jVR8WONZXc3Vh3p6LQjj/MwCNgPX+CQzKw6rWXFETVicCYsINYrZ0a+xC62rOObI97DjvIYxK6OZ18+LxuUcUo6p0VlYtNfqjzuinVsapVCwdt4DfgwnUWthfn9v3vOTcyfUyPLDarQGCzN6eTJmZTTJepFOtZzxUEm5G2pgw8lEmpR3YFZvL5vpyNce6Vl1VM39CCMKmbWD71TLCdULSujb4ts/Yjh5S8vSL3wJ8Hg2T2c0iSzcFcfcbXG0rurEnL5eqVKltAYL49fEcCvYwOYvbXvovQlYLCKjVkRz6paWgS1caVnJEYUMTt3WsXhfPHojKbZkGZHbKsq7/sm4Duv9Is8GgG+Scm4er55XoaKcqLVQasgjLs8OzLC//f2QmsPXk1kx2DfD490I0vPB9DB6NnDmkyYuKWKSF/7RMW1zHDqjhY0j/V6bX2Ruqyg/5W6ogQE/RxKXZKZ9dSeclHDxzH7+Ci/KiCKLGFxoCYJEwtmQ/7F2deWUz03+3xc45S8FTU++1enKfX+IoGUlBzo/cQfYfFrDT3vj2TchIFUQ1XFmGOf/0fHnl/78vDeeIr6KNPZTYXEmqn8ZxLV5gZnaydwLN7BobwJ/nNCgM1rHbW2rOvJZc5dcC5IiE0w0/TaEDjWdGNbaLWUiWBRFDl/XMvCXSCZ1dWfKxjh++sTbpt89WCeZJ6yLpWttJ7rWccbFQcL1xwaWHEjATiFh3XBfnO0kfLkqmo2nNHSs6USZ/AoSki2sP6nBZBZZOcQ3pfzJFk/r7HdcSCJZLxLgLqNnfWdqFLPLlfHl8GVR3HhsYPkgn1T+ugaTyOxtcaw/qaFLbSc2ndLwxwi/VHonoiiy/XwSQ3+3prqXLfBilo1vEiazVTH6xmMDg953oUVFR6QSqwbRD7sTsFcIrB3mmyO+3JmRZxOUAadva5m8ITZTi5tDV5P5eW98ujYrMYlmFu6M448TiagcpFgsIsl6ke71nPmipWuKj2lO8Cg6Od0A9eeWG1BOrplhDW6CzpRhDa46ne2aZLj7CJzu/EPt45v58NEuCiSFpNpnm38XDnu3BKB5HSn15/RI9zyvO8C9GaSn+aQQmlVwwMlOQuXCSn7aY1XoHdzKlQeRRr79I4bTd7QU9ZdTwFNBUIyJTaP9Ufxrdur974IZ1tqNphVSz/SHxJjoMCOUSoWVfNrclXIFFBjNsPtiEvO2x1EmUMn8/l45MtN46Goy366PwWgSqVzEDr1R5OiNZMoXVHLloZ7Lc9PaVN0OMfDB9BB+/dyXrWc1+LnJGP6krkUUrY32jvNJ7J0YwKUHenZeSCJJa8HXTUbn2s45KuLwIoiiyLzt8fy8N55aJewpnV+BOtnC1rManO0F3BxlbBvrb/N7tVhEOs0Ko2NNJ7rVzVlBKbNFZO+lZJYfTuD6YwMSCVR7z46+jV1SGdlnxoKdcey9lMwfI/xw+tdKs8UiMmZVNOFxJlYMSd9vGPIC3DzeHF5FgHsn1ECXOeFcmhWY4X6XH+j5Ykkkf03Jn+kxH0Yambcjns2nNXiqpOiMIlIJ9Guk4vMWrq91kuxVBbhgbXMv3Nez/0oyeqNIYekl2ms/xEmatg3YfrQTh862Svn3zDMfIcvAmvBNJjjGxMDFEQTFmKhV3J5GZe1pWdGRjrPCKOonZ3ZvL5INFtYdT2Tc2hhcHATaVnXiyA0dB7+x7cXe54cI6pa0S2U59W+OXE+m748R9GvkQt9GKvJ5yIhLMrPmeCLztsczrqM7fRrmjiBiRLyJUSuiOXJDS8PS9jgoJZz/R4cgwLddPJDLBCZviOXIpACbfdq5ezq6zgnHz03K6A/caFv1WT9gsYh8tTqGyw/07B5v7aODY0ys/SuRx1FGHJQSWlZ0oH5p+9c+Rvw3FovIlE1x/Lo/gYZlrH6zcRoLm89oKBOoYHoPD5pOCuXk1Hzk97Q9Nlp6MIHt55PY8mXWLRtfhrA4E8sOq9l4SkOsxoyns5ROtZzp0zBjJ4qMmLQ+hgv39awb7ptmTGm2iAz8JRKLBZZ87pPOEXKOvAA3Ay7d1zF0aRRHv8u4o9t+TsP6E4msHJrxgFJnsBASa1Ugzu8pTxMI5QSvK8B9nmIHttFr3mgklrQrxQapgi/L/pLy77F7OuHknnaW73U1XhaLyHcbY1l5RI27s4SygdZUmR3nk7j2SI+bk5SwOBOI4OooITzejEImYLKItK7iyLx+3mlW+79cEUVRv2fex2AdEDSfFELrKo4MbpV25TRZb6Hr7DCaVnBg0Ps54x/41KPvbqgBuUygZnGrcvKv+xP4Y2TaBnXwkkiK+MoZ0tqNLacT2XkhiSX/8011vA+nh9KnkQsfVHdK8/nXjUZrTX1+HGXCQSnQtIIDQ3+LYtQHbmlq4Z/n4NUkZmyJY+/XOeORB9bZ5H4/RBCtNvNJMxfqlrTHZBHZdzmZX/YlULuEHTN7Zz6ZYTCJVBz+iD/H+Kcr828wiVQa8YjNX/qnUn79N7kd4O65n3GA26JwXoCbh5VXEeA+jjbS+OsQ7mTikfnX31q+/uPFPDI1OgshMSbkMoECXrLX6m/6lFcZ4Nrk4To41QNEGxljgoTF+3/n1iXrENMjnxPjtrV/44KW9DBbRMatiWHN8URaV3Zg8+kkxrR348DVZO6EGvlhgBdLD6k5dtPqnOHtIiVGY8FsFkEQKOQtY+Vg31QuG0+Zuz2OWI2Fyd1siyCFxZmoNTaIVUN8qV0i7djpfoSRFpNDWDnEN42yd04SGmuy3p9Z5D1fecrK6IKd8YTFmZj2ke005i6zw2hR0ZHgGBMyKWnSsS0WkTrjg5nS3YOGZd4+bZqEZKvfbFC0CSc7gVaVHSnmr2DhrniuP9az+LP0AzudwUKpoY848HW+LDtaZJfjN7X0/iGcdlWd6FnfmfweMh5Fm1hxRM3OC8msGepL9WIv9vxodNYsmZNT85PPw3ackKSz3uNf36Uf6OcUGfUr//ka3NKBSmI1Zm6FGDJMhdh8WpNiGZARdgoJRd5glbycQDCbuVT3faqd2k2pUwfTbL9XrS5j9nXn8YkQ1ow5ytQWGyhS1Zf+PzZ7DVeblskbYjlzV8uZGYHEa8y0mRpKy0qOrB/px5HryXSfE07NEnYU8JSz5awGD2cJG0b5E+glZ+SyKPouDGdmby9WH1Oz+bSGmEQzogg1itvRopJDSq31qds6q/ri+642r8NBKWFaT0+6zQ7js2auOVKzIAgCVd+zS2VjdCfUiMmGZkSS3sLOC0mcnWFd7TCaSZNiLQgCfRq5sPqY+o0McJ1s1D7fCNJTO520qafULmHP9cfhOXotX66IxtlOworBvqn+lv2e1PZ1mxvGvB3xKSvk6XHsRjJFfOUZetgpZAKdazuz+ZSGMR1eX33b2zJYzeO/QX4PGa6OEk7c0qWbOgmw8ZSGZuVfbGDtZCexGaz8J3mqkFywKzxeB8Fb0+4T0IZPl/bCYhGZ0HAdMcEahldaQcVmBen1ff1Xf80vyJhVMdx4rOfqnEBcHaXk94xl0ykN60f68Xewgf4/RdCqkiP+blIKess5ekNLmUAFro5SNo70ZfVxDa2nhrJ3YgCFfeRceqDn1/0J7LuSTHyS+ckxZXSr45xGD2LZYTUfVHOyGdwCFPaRM7ytGz/viad60YzT7F8Gf3cZXW3YHEkkVlcGW0QmmDh1W8fS//kw4884m+n7EolAv0YqVhxJfCsDXBcHqc3V82uP9dQvlfHYw04hodp7dtwMyrplY3Z4GGmk10JrfXO9567Jy0VGlSJ2tKmSTPd54Rz/Lh/+7lkPBfdeTqbae3bpBrcAjnYS2ld3YtNpDUNtlMW9Kt5dZYQsopAJ9GqgYurGmHS9Zc/e1XHqtpaONV+/n9nrxj4xns9GdKH9r1MoceawzX1KnDmMcuMflGlUgKlne6F0kPHPuXDGVltB8M3oV3zFqQmNNbH6mJpVQ/1wd5JS2FfB+lF+zN4aR8OJwSw9qMbbVWq1AzqfxPuVHLFTCJQIsBqO//CxNyExJhpODCJRK/L7IF/+mhaIRAI+LjKafhOcovD751kN3eo6ZxgElM6vxNdNxtm7uly7Z6syop6YxNRRbozajMpeklKrtvtiks3ZvJL5FITEpO+b/KYhEQTMGYtAYrKkrjN/WUJiTOy5lMScfl42Jyqc7CUsHODNr/vj0dpQl36eaLWZ/J6ZdziBnjKi1G/P3yWPPHIbQRD4pKkL322MxWCy3Z/fDNKz+YyG3g3y/K6zhT7WqpD8cJ31FbLd9n4h2+HhOiQSgSlHu/H9SWu50qV9DxlWcTn7f7v6Ci/6xbgfYWTDyUTWDvdNsdAb86Ebbas5Ue3LINYcT6Tae3asOpaIvVLCrRAjO8YGsGKwLxfu69EaoVcDFZ80c2HKplgW7Iyny2xrSvOBr/3xcbGm7h65rqXBxGCC/9W/bjmj4aN6GY83u9VxYtfFZIzpPOe5Sa3iduy5lGxzzBwaaybQS4aDUmDHBavasi1K51cQFPNuuRpIBMHmYsK/MZlz32Lv1wMJfFRPlSq4fZ6m5R34sLojSw+pX+i4UWrr3zczCnjJiMpEjTu3+c8HuACDW7mRpBfpuzCcWyGGlPe1Bgurj6rpsyCMnz7xSVML99oQRUwW2y8AiyiSqDOl+xKxpiGn90pvuykqmt5f9SH/navU27XaZnoygMRiwaV/b/SrV6NfvZrJhvl8/EMdAH7qs4ux1VYgiiKiSLqv0FgT83fEMWJZFBPWRHPsZnKOSOuvOa7mw+pOqepiSudX8tfU/HzTxYOzd3WUCVSSpBdZO9yXHz/xxtNZxrLD1kYgLM5qP1PQW87UjzwpE6hk6YEE6pVyYF5/b5Z+4cvARRE8jDSSkGTB1zXzhsDXVUpcUu41BO5OUlpWcuSHXfGp3ndQSkjUWjCZRa4/1nPilpZONiZxrD6Pb89KXdWiduy9nLFt0r7LSVR7wdScjNh8JpF21ZxwykBUoaC3nDKBSg5cydjiKCVFPhPC4kzpqki/KoRMXnnk8arp11iFt4uU9jNCufRAn/K+wSSy4WQi7aaHMbu3ZyqRmDyyiD7WqowccxZOdre+bKUng/X9Uz2sQTCgiNjI3Ok/8c2OpgDs+uESwyou5/L+h1k6tcUisu9KEqNXRDPktyjm74gjMiF3JvhWHlHTva5zKhEoQRAY1c6NK3MCqVRYSXCsCUGAAU1UXJkTSPViduT3lFO/lD2ztsYB1m07zyfxy/4EjkzKx7A2buy/osXLRcbHTVSsGeZLz/rOdJoVlipYjNNYMvWidXGQopQLJOoynjDNDSoVtsNTJWXdX2mtgByVgrUu9bQGmZR0A9w4jQXHd0x9vEYxO3ZnYtmYkGzm7F0dlQrnrsjUur80mdZo922ksvk3zAg3RwmhsZn/7kJird7Zr5N36+nKJkq5wJphfpQJVNJxRij1xwfRekoIFYc/YueFJFYO9aNRFtKTXxUiAlLB9gusDbGznSzdlwCo7GTpvmxtd5ELDJryGYH3b1rPkep60iJYLJjHjkPVrxfy8+dw6dMOr7GlkZWz1myMq76S89vupvmcySzy1aoo6o8PIijaRNlABV4qKRPWxFBvXBC3n5uAyA53Q42p0nefIpEI1CphT6LOwqqhvtQubk90ogVBEPj5Mx/m74hj2qYYftoTT/uazgRHmwiOMTJ6RRS7LiQxo7f1vmoWt6drXRW/H0rAUyXlUVTGM5SiKPIoyoSXS+42BOM7ubPjvIZpm2JI1Fo7RE+VlGL+cuZsi6PbnDBm9vayOYmz8aSGFjZsMt5U+jZS8ePueJs+vGCtgflxd3yOCnREJpizJLhV0FtOZELGkxn1Stvzd7CBB5HpPzsms8i6vxLfyLTxPPJ4nUglAr9/4UPTcg58NC+cqqMf02xSCCUHP2L5ETVLPvemU628bKwXxmKGIy0h7uKTN0Rs9/7PIVrg9lx4sMYa7MacxeVqG+aebsPIdW0AWD76KMMqLufxjfSzuy4/0FNpVBCT18fi7y6lbAEFd8OMVBkVxMR1MTnuL3o71Jhubau7k5TPW7ji7yajZICCfB7yVPXYc/p4sv18EsN+j0KjtSCRWPskuRQmbYhh9rY4fvvcJyWza0grq1DZ/ucmPr1dpDzMoP0Ha6aPySyiek0LLz8M8GLCuhiWHkxIlS1RwEuGwSQyZGkUP37snW4G2x8nEmlV+e0ZV2SFTjWdOHVHx9VH+nT3+XmvVaAqNyfYLBaRKLWZQt4Zn6OQt5yITMYj/6ZFRQdO3tIRnsEkvNZgYeOpRNrXeL3jk7wA9wlKucDoD925NLsA8/p5Mb6jOwe/zc+a4X5Ufgc8q14WUSrlxId9sEjSPjK2mi+tgzNu4UFInqy6Bty7Qc8J/bHv/B6OX1cHYPN3JxlbbTn65GcN+cjlUfwTbuTczEBm9fGiTyMXBrd248jkfPyvpSsdZoRmGjRmhMlsrTsduSyKCWujOf7cyrCAdfXYIoLWKKJ40jYU9pGzc3wAkQlmlh5Uc+JvLWqthcYTg1FIBXaMD8BL9awh+ai+io0nNXSq5cSaY4nppr4DXPhHT7LeQtXnnjGTWWTPpSQW7opj8d54bgal31hmFW8XGTvGBXAvzEjlkY/o/0M4X/waQVC0iYU74/mumwftqqVtjK4+1LP9nIaPsuDx+6bwfiVH3vNV0GtBOMH/SoEKjjHSe0E4hX3kOdq5ujpIiIjPfFYzIt6Eq2PGza69QkKfRi6MWh5lM0gXRZGpm2Ip5q+gTODrtRrIW8HN401EKhEY0tqNq3MD+XWgD193dufgNwHsGBtA/dJvzmT1W4VECsWHgfCCw0alB5zu+WylN+4iHGlJQFEX5l7qTf+5DQGY+9FOhlVcTnxE6hWwO6EGOswMY2Ind459l4+hrd0Y0MSFHz725tLsQE7f0TF2TUxO3CFgtZqLUpv4/bCaYb9H8cv+BBKS0wYBEgH0JhHFv3QrvFxk7JsYgEImUHNsEEk6kdXH1FQeFURkvJn9XwdQxPfZZKggCPRpqOKPE88E+7rUdmbZkYxTR1ccsWaj2bImjEsys/Komjnb4lh2WJ2mPCknKBOoZPtX/mw5k0SpIY/o/1MEH/8cQdnhj3G0Ewj0klMmv+2a9b/+1nLsby1da79bE02OdhLm9vGi48wwDl1LnXWoNViYsy2OFUcS+a67bXGxnEIiEXBxkGQavIbHm3FNx9M3PVwcpHSv58ywZVE2y0BEUWTs6hhql7DPdRGtzPjPqyi/jTyMSl9FedH7G1BMrmmz0XvKy6golzu6g84zR6abnpweFomEjaNmc61BawAG1SnIje332DbjDACV27xHsV5V6DU/jL+mBeKolGBr4u/7LbGEx5mY28/7hc5vMot8vS6G1cfUuDlKGdzaFXWyhU2nEhEEgV8/96GYv4Lm3wYzoKmKsatiODczMKX+5ikB/f/hk2YuXLyvZ81wP5spNmaLiH//+4QvLUzHmWGUyq9gUlePNDOZsRozH04PpX8TF3o9qQfbeDKR7zbGkM9DTuUiSnQGa7Bb0FvO3L5eFM4BAbOwOBMn/rYqIxb2kfPnWQ2nb+sY38mdhmUckEgENDoLG08mMuPPOGb29qRV5ZydiTOZRXZfTGL5ETW3gg1PUpns6dvYxeYKe3aO//2WWFYcVlOpiB0B7jJCYk1c+EdHrwYqxrR3z/A38qLcDTXwwfRQLs0pkK5yekS8iTpjgzg/MzBT2zCzReTzxZHcCzcw6H03WlZyRC6F03d0LNobT1C0iQ2j/PFUvV4f3AMPM063blLwWTCRp6L83+ZVqCj/13gtKsoZKSenjEwyGFYKEqi52ipQ9RyHV9xg29zzKf+efqI7Sgc5vReEU+U9u3TFGuOTzFQa9ThHVGmP3kjms8WRKOUCdnIJ/RqrOHlbx6GryYz+wI3/tXRJ6ce/WRfDD3viebioULqlKZtOJdL/p0j+HONHhYLKNOOJlHu/nmy15BtrtauMSTRT86sgZvX2TGWx85RLD/R0mBnKtjH+qSY5DSaRCWtjWHs8kYZl7An0khMSa+LAlWTa13Bi+kceueLZfCfUwPl/rBPxFQoqKBGg4NPFkdyPMDKxkzv1Slktf+KTzKw6lsjsbXH8/j8fGrwCgSmjyeo/+/shNbdCrGONeqXsGdAkZ8Yatth9MYkJ62KQSqB6UTu0BpEDV5OpXNiOOX09CcxlZWGAwb9Fkt9Tzqh26Ys8TdoQg0YrMqOXbTXs9DCYRHrODydKbWZYa1daVHREIoFjN7Us2BmPWmth82i/TH2ec4I8m6AsIooiZ+/p+P2gmov3raI/FQra0aeRiprFc8c4Ojs8jErCnE58uaT1RuSTaqAzpR+Amsl4dUXMZPvH07+g/NlDWf6cRSJh5dAZXKr7zBfvq8ZFEAQB0SIyvf6alPcdP6nP4J75cFZKbX7fUWoTtcYEcWFWIKoX+PEMWxpJUIyJHz72otGEYH4f7Ev1ovaIosja44lM2xzLznEBnLylZcrGWBqXtWfegLRS76UGP8TJTmB6Ty8albU2zolaC/suJxGTaMbNSUqZ/Ao+mB7K7R8LEasx0212GE72Ej5uam1QdQaR7ec1/LIvgfY1nBjX0R1BEFhzTM3srXH89oUPFQo9a3iNJpEVR9TM2xHHjnEBFPDK2cZRFEU2nrJeT0isCXcnCeFxZuqUsmfQ+645nsGg0VrotSAMrV7kk2Yu1Chuj95oDXh/3Z9A26qOfN0l7YTAiyCKIkYz6I0WDl/TEp1oxsNZSuNyDhnWyb4M3eeEUcxfbvPaTWaRT3+OwMdVxtR0rBX+jcUisuN8Er8fSuD0HR2iCEX95PRu6EK3es5Zql/KC3DzeFN4HQHuvXADvx1Qs//qE+9WHzm9G6hoU8UxR1TrXzevzSbo2Ae2lZPztYPArhlaB9kKbp9nzcS/OLf9HwCkcgnry9fm+vyCqDJYaZqwNgZBgElds78ydvqOlu7zwln6uQ9V3rOj9NBHbB5lzeB7FGWk06wwetZXMeh9V0RR5OOfI/jzbBJnvw9MN7D+ZFEE288lEfJroVT2cFqDhT2XkgmLM+HiYNXCOHFLx8ohzxSRLz3Q02V2GE3KOdC3kYoivnIi4s2sPqZm9fFEFvb3pnWVZ1lIFotIzwURmMwiPwzwwus5j9NYjZnhy6JJSDKzfoTfK3n2LRaR5UcSWbQvnjiNBZWDhIh4M03LOzC8jesryT5KSDbTZXY4Zgt81tyFmsXs0Bmt/eqifQl0qeXExM7uOTq2F0URkxlkUjhxS8ftUAMKmfDKVzRvBOlpMy2UXeMCbDrEXH2k54PvQ9k7PiBDx4b0MFus48bfDqo5d886PimdX0H/xiq61XVO44+bW+QFuFnAbBEZvTyKYze1DGjiQuNyDggCHLmu5df9CVQuomR+f+8cXfXJLq/TBzejFdz0AtybNRqzauLPqd7TGsyolM/OYXqkJnnRNQAEJzlf7emMs9L2NTSYEMTCAd6ULZC1BvLaIz0954dx4snK8KGryXzxawTf9fCkTRUn5DKB6ZtieRxjxMVewrq/EqlVwp45fb3weU4kKijaSOspIbg6SjkyOR8mM0zbHMuqo2qqF7UKTATHGDl8LZn3/BTs/TofCpmA3ijy51kNKw6ruRtmQC4VqFvKnn6NXaj2pM5HnWym8sjH7JkYkK7N1PwdcVx9qOe3L3LHFkAURUJiTWh0Vk8/Wwb1OUG/H8Jxtpcwp69XGi/JOI2ZjjND6VZHlcpTOKvcDNKzZH8CW85q0BlEHJUSOtZyYkATF97zyx2LjyS9hVO3tETEm1m4K54SAXI+b+lG1feUiKK1DVmwMw6lXGD5YN9szaCLoojZInL6jp6L/+gQgfIFldQrZZ+hr25uB7gHMwlwG+cFuHk84VUHuL8dTOC7jbH0bqCifQ2rANzlB3p+2Z+AziiyaZRfioL828obt4L7NIBNzzooXzuo92empxBFkZmdtxF2Lx6AIpV8+OK3Funuv+dSEr8eULNplF8WbyItTb8N4ZOmqpT67J0Xkhj8WxSzenvSpoojoXEm6owN5uA3Afy0N4Ezd3V0q+PEL/vVLP2fT6rVwCSdhbk74ll/Qo1SLmFGL08alnFAFEXmbI/nh93xlCugpKifnGi1ma3nkqhTwo51w/1wfG4CNlptZsURNWv+SiQy3ozKQcKH1Z3o11hFoX9pPmw/p2Hm1jgOfJPPZhaRySzSakoovRuq6F731aUGi6LI42gTyXoRPzdpuqvYuUGX2WH4ucmY08czTT8Zk2im9dRQPm6iol/jl2+PjlxPZvH+BPZdTsYiWsVDezVQMaCxKtVkQ24TEmPi4n0dFhGCYkzM3R7PkFau9KjnjIezlKgEEyuPJvLDnnjm9vGyWZr2olgsIiLW73TbOetij6dKSruqTplmmb0sb3WAGxoaSuvWrbl58yYajQaZzPqgzJ07l02bNvHXX3+l2j+7Ae70TbGcuqNl9TC/NCs8yXoLvRaEUya/gm+6vthSfm7wugLcl0lPXj9qFlfrt055798BLsCGfdD41lVkYVZVt16zG1GyXv40x6v91WN+/dyHUvmzFuCOWh6Fv5uMYc/5j56+rWXqplgeRhqpUEhJQrKFU7d1dKrpxITOHizcFc/6E4nULG6Hn5uMR1FGLt3X80F1J7ae1bB2uB8/7o5Ho7Mwt593iuLhtUd6Os0MpWQ+BSoHKUu/8EkTxNliyf4Ezt3TsXhg+gbhiVoLlUc+4th3+d9aBdCnqbwXZxdAKbf9vVx/rOejeWGcn1nghSaUtp7V8NWqaD5p6kK3us74uMoIjTWx8qia5YcSWDDAmyblc67uVmuwMHVTLOv/SqT0E//DG4/1JOksIAioky2YLSIl8ino28iFLrWdsz1zfvq2lpHLo5AI0Lic45PJt2SS9CLf9/RMN9UrtwPcQ4+0Ge7bqMAzi4K8APfd4mX65tx+FnZfSmLEsmh2jvNPEwiIosj4tTGcv6dnzwT/NyYzKzu88gA3w/Tkp2SQppyFFdznOXUzmfU9NqT8u16Pknw4slqa/bad07D6WCJ/jMhegHsjSE/HmWFcm5u6zzl2U8ukDTGExJioUEjJuXt6EpMtdK3jzLdd3XF1lPLHiUQmb4jFUyWlYiElGp2FfVeSqVXcjrl9vDh0Xcv8nXHsHh/AtM1xXPhHx5LPfVJW81YeVTPjzzhqFbPjQZSJbWP8sjUJ2m56KD3qOdM5AwG1XReSmLUtjkPf5nvxL+kt40aQnvYzwrg+t0C6/e7F+zr6LIzg0uzALI3T0mPyhlg2nEpkeBs3OtZ0wlEpcDPYwC/71Oy7ksSfX/rnuof2g0gj49fEcPxvLTWL2SGRWEuaivjI8XSWcviGFolg/VW2r+7EwOYuWV4kygytwcLoFdFsPZtEi0oO5POQ8TjKxL7LyXSo6cS0HrmTGg8Z9ytv/CjZ3d2dgwcP8uGHH6a8p9fruXz5co6dQ6O18NvBBI5+l99m+qKDUsJPn3hTa0wQQ9u4vdIZqDcFwWym9pZlqYJbi0TCrWoNKXHmUIqYlC0kFgudZ44ESBXk/psAH7jsWo4GJQxopp1jxQhrGvTkkx8hk1u/8zuhBhKSLS+0Gvd3sIEO/1Jzq1Hcnm1jA7gTauBumAGFVCBWE8NnLVzxdZMxpYcnoz9wY/+VZOKTLNQqYc9vXzjgqJTQoIwDHWeGYq+QsHN8AH5uMiLiTaw+lsiS/fHM7O1F84qOtJkSwvZzSVlSur1wX5epUrezvYRKha2etm9rgLvhZCLVi9kxYlkk8RoLniopHWo6UaekfcpAs0ygEl9XGSduabMsCHMzSM9XK6PYONo/1cSHv7uMLz90p0k5Bz6aF8aeiflyJMVbZ7DQbXYY3i4yDk3KT8AT03NRFDn+t5YhSyKZ0NmdnvVVL92wn76tpdeCMGqXcOBWiIGNpxIJcJfRq4EKX1cpn/8SyQ8fe6ekzL9K3t7QII+X5VX0zdll1tY4ZvT0TBPcglXUZ3JXD6qPCeLELR11Str2iczjX1jMVkXk54NbQQIBbayetynvZ7Bm8tQ6CLIU5JYrbEfX6vU4OMabHz/cyLHVf3Ns9d90nlCTmu2Lpey340LSS/0dbwYZqF7MPs2Ear1S9hz4Oh83g/T8E24kwF1GotbC/P5eKft0qe1Mx5pOHL6u5X6EETu5wIRO7il1lt3qOHE7xEDtsUFoDSKnpuXD11XG9cfWbIIDV7X8+aUf7/nK6Tw7nCUH1XzR0vWF7+HCP3qWDUp/ghys3qfd54VjsYgZZv68C/x+UM17vnJ6L4wAoEIhJb0bOKfKyqtU2A4XBwmnbme/HdhwMpGt5zQc/jZfqoyQ0vmVzO/vxepjSjrNCuP8zMB09Tleln/Cjbw/JYRPm7qw+DPvlDhGa7Cw6mgi07bEsmucP0X9FDjaCS8VzP8bo0mk8+wwEpOtJSBHrmtxUEpoVdmBP8f4MW9HPB/Nj2DdcN9XngH7xqso29nZ4eaWukj6t99+o3fvnJu13HkxiZrF7fB3Tz9o8HaR0aisA9vOZexx9Wp49T64CUaRheMW8bhwKes5JBKWD53BzyPmEeOTejbQIki4Uq1RKsVlicVCjc2/k5ikt55DFFHrTalehQJN/P0AQo0SvjrenTp9ywIwodYqdiw8T6LOyPQtMXSu7YT8BeYYpBIwmNN2ulFqE3svJ7H3UjJ7LicTr7GkUr1zcZTSsZYzA5q60K6aU0rNY8tKjhTzV1DcX07DCUH49/+HGmMeExJjZNOX/rSp6oRCJvC/lq4sO5SQ5ry2EMWsBQuSt3i14VGUkd8Pqbl0X0elwnb0qK+iZD4F41ZH03JySCoV4qzY6TzPbwcS+KSZa7qr+pWL2FmVKV/Q1Dw9Fu1NQOUgYdFn3inBLVgHz/VKObB5TAAz/4wjJvHlPApFUWTg4gjMZgj0kvHr5z7snZiPL9u7c/i6lglrY/i6szujV0TluFVGVshTUf7v8ir65uxwN8xAcIyJFhXTn/CRSAT6NFKx5viLeUD+p5FIocFucKtk/ffT1dh6f1r/a+sXL0isacnPKy8/tQ6yZN6+O9pJ6FLLmYUHk5l7qTdjt1onU9ZPPsWwisu5ezaM2yEG9lxMpke97KfdSiUCRhuKsADhcSZ2X0pm18VkLj/UExFvTrOvVCLQpJwDnzS1CkY+LyIkCALfdvXgPT853i5SSg99jEef+3SaZU2fPTopgGL+CiQSgRFtXfntoJrsJFaKophpmysI2BTvfNdYtC+B3w+rMVugc20nutR2IiTGRNXRQczfEZdq38I+L26V8xRRFFmwM55pPTzTLXfoUU9FoJeM7edzL3YYsjSSoa1dGd7WLdUinb3Cqv3y/Uee/O/XKJztcza4BfhlfwJn7ujxdpEyrqM7h7/Nx+qhPsgkAh1mhtGsvAOxGvNriZ3e+AD33xiNRo4cOUKjRo1y7JgRcaZ06x6fp4ifPEPvp1eFIAjIpbZfYA2CctoHV2UnQ+blyfJpywgqVo7lQ2dwt0lbnB2VLJq/idgnQa5FkLB+9Cx+HfMD60fNSglyQ94rzcrvfsPZUYnKToZJBHuFNNXL01VKzQoie47JGLHhPjdLqnCfXhOAEytuMLXuGq79HYfMLZ4kQ9YbpJrF7dl94dmPSxStCru1xgTxT5jV787TWUKsxkyPueEcv5l+XaHOYCEszsTNx3qWDfbjn58L8WBRYe7/XIjZfb0pme9ZgNW0ggPn7um4H2Hg63XRVB7xiPcGPqDO2Mcs2BmXSrq/QiElR65nXM+o0Vk4/4/utVvDZIc4jZkOM0IpE6ige11rzUvLSo582tyVo9/lp0l5BzrNDCVJbw0IIxOs4htZQRRFtpzR0C2TuqLu9VT8eUaT4T5ZwWwRWX5Yzch27unOghfyltOhhhMrM7F6yIzlh9WEx5vZNjaAb7t6UiZQib+7jIZlHFg+2JfPmrsyZ1scLvYSDmfy/OQKeRFuHk/Ijb45O4THmSnkLc90taCon5ywN6A/f6tQukOj/eBRLXWqccGuUGuNNfh1LW99798B8NMg162SNVCWZG2W+qsObpy+q2X0imik7o7MvdSbL5Y0B+CnT/exqPVavm6mfCnNiOpF7Tj+tzbFIx6sdYXf/BFDtS+DeBRlpFYJO2ISzQTHmig77BEnb2VcngGgN4qExZmITzITFG1m1RBfon8vTPhvhfl7QUG+au+eqj6zRjE7YtRmYp9Mth+6lkz3ueEU/vwBBT57QJupofx5VoPJxoR9hUJKDl3L+JoOXkumXAHlO716u/KomkV7E+hUy4mm5R34oJoT7ao5Mb+/F6em5WflsUR+2f9s4SE83pzlsca/+SfCSKTaTOOyGa/+flRPxaZTLz/2sMXtEAN3Qo30z6COuGNNJ0wWkRO3dDl6boNJ5NsNsXSq6cT6kX40Le9AgIeM0vmVfNvVgz3jA/h2fSxNyzuw5EDWFntykrcuwF25ciXdu3fP0WM6O0iIVmceMEUlmHF+TababwpaZ1cWzf6DC3XeT/Xejws2E1SsHOtHP6u1vVq/NetHzSKoWDmWTvkdrbNrpscvWwxqVhA5clbKsm2w84SEw81rc7hwSQCanDmHdtGVF7rmXg1UbDqtSfHP/X5LHAevJnNiWn7m9femez1nHkWZGPS+Gz996s2nP0dw/l7qhuBWiIEhv0VSavBDmn4TjNYIPeeFsfdyMkq5YLOOSyoRsIjw/uRgZBKBtSP8ODczkHn9vLkXZqThhCCuPTEE71Lbmf1XkjM0d19xWE3N4vYZZhq8qaw4YhXiGt/Jgz9OJqZabRQEgRFt3SjgJWfjyUQeRhq5GWSgbqmspQyZzJCstwpjZYS/m4w4zcv7AT6MNCKVQLmCGU80tK7ixPG/Mx8EZcTvh9TUKGZH6XQmNfo3caGAt5wADxmXHry8X/KLImTyvzz+O+RG35wdVA4SotTmTFfBohLMqP7j/Xm2ULpD05NpU4wLdoXmZ6HxIdsBcM3V1vcb7bceI4u4OUrZPT6AhGQz5Yc/puucMKadETjetCF3y5QA4PqU/QyruJyk+OwN4AM8ZNQtac9Pe+JT3vtmfSzH/9ZyaXYgC/p7U8RHTqJW5OTU/PzwsTc95oen2+beCzcwdGkU7/3vIfXGB1Ny8CNCYo0cuJqMIJBuqqogCEgkYDaLfLEkilEromla3oGTU/JzYUYgfRupWLgrng4zw0jWp84O6t/YhYW749NdiTZbRBbuimdAk7fH0/5FMZhEJm+IZeVgH3o3ULH6WGKqdiDAQ8baob5M2xyL1mDhbpiBe+FG6mYzPTlOY8HXVZbphEGAu4zYHBh72OLYTS0tKjpkmP4sCAJtqzpy7ObLjUf+zfbzVjHPOX29bG4vHqBgYmd3zt7VcfE1jE/eutb99u3b/Pzzz7Ro0YIbN26wcOHClz5mi4qO7L2chEabfjphst7CjvMa3q+ccyI1byuiNG0g8TTw/XeN7dX6rVk0+48sBbdPKVYQurUy06QGFPSHsu9Bq37ueMysjaCSY3qsYUqd1Ty8HJGl4z2tw+wwI5TdFzX8diCB1cN88XaREa02M3JZFPcjjHzRypW6pRz4pqsnUzc9M44/eiOZD6eHUNhHztkZBbg+vyCViygpX0jJN+timLbJtsn8iiMJCMCGUQFM6OxBMX8Fbk5Sqrxnx4IB3kzu7kmPuWEkJFnthca0d6fzrFD+Dk7dEFgsImuOqflxdzwTO2d9YPAmsfKomo+bulCpsBIfFxnzdsSn2i4IAgOaurD8cAJjV0XTq4EqyzLzcpmAs72EkNiMV2MeRRtzRNHPaCZdgaznUcoFmzPtWSUhycz9CCNFM6k379VAxc0gQ7bPk0ceOUFu9M3ZoWygAqNZTPHlTI81xxNpmwMKov9J0lt9lUgzDoCbnnyh4PYp7k5SFn/mw6VZgXSp7Uzjcg78OMCb7SuqMfdSbxr1KQPA+IZ/MKzickzGFw8mvu/pyfIjVu/326EGlh9Rs2GkH66OErad09BzQQQ/f+KNQmZNR/66sweTN6Tt+8/c1dFsUgheLlLOfp+fuz8W5PHiQpQLVDJ/RzyjVkSnO/ly5aEeB6WE3w4l8E+4kaOT89G3kQpfNxmeKintazixd0IAXiopQ5ZGpfps26qOuDtJGfBTBPFJqe8/UWvhi1+jsFisk+nvKnsvJVHEV07ZAkpqFLND5SBh/s74VPsU9VdQsZCSzWc0jFwezYAmqiz157bwUkkJiTVl2s8/ijLilUtqwgaziFKe+VjJTi55qfGILdb9pSGzZICONZ04/48+W2n3L8srC3A1Gg3BwcFoNC+2TG80GmnSpAlXrlyhefPmtG/fnr1797Jnzx5Kly7NoEGDXvra/Nys9bXfro+x+UcQRZFpm2OpUdw+xz1I3yVsBb4ZvZ8RggD5faDMe1C8INg/WcByn1AN19HWGqDFH+/hq6rLs1R72L+JC2M7uDN0aRSCYDVp7zkvjJpjHiOKsGm0f0rtwgfVnbgbZuRemIGYRDOfLYrg9y98GdLaLSVA6tfYhcsP9Gwf58+2c0nsupC6vsBiEZm7LZ5WlR3TVaprV82JmsXt+eNEYso1Dm7lRocZYXScGcr0zbF8sy6aal8+ZtlhNZu+9M9SKv2bhsksEhxtonxBJYIg8Nv/fNhwMpGBiyO4+tA6CDVbRCLiTdwIMnL1kZ6Tt7V8/FM4B64kYc7C37djTSdWHcm4nm7VETUda758557PXUZkgjlVzbAtzt7VUSwb/nJPiUk04+Yo4a+/tRl2DoW8rTVEFQu9+tT1pzVd6b3yePN5k/vm7CCRCAxs7sJXq6PTrHI9xZrRY6JNlbwJ61whowD4JfBUSfmwuhPd6jhTvZhdSuZUmyGVmXupN8VqWFWUR1VbxZS2m19oUJ3PQ8beCf5cfqCn7rgg3BwlfLkymgojHjNnezzLB/nQtPyzuu6utZ249ECfKutKo7Pw0bxwFn3qzbgO7inuCnKZVXjK0U7g5G2dzdpvURRZsCuej+o588t+NYs+9bYpeiqTCizo78X+K8k8jjamen/1EB9cHCWUG/aYzxZHMnVTLP/7NZLSQx9hFkU2jPTLNaGjN4F74UYqF7b2g4IgsGqIL8sOJ/LZ4kiuPsmWM5lFVPYSvvkjlqgEMydva3n/uxCG/Bb1wllQBb3lFPSWsftixvWly46oc21ioUSAgjN3Mh4jgNXn+WXGI7aIiDdRIp+cg1fTL4+yV0hwVAo2vXhzm1zNdbx+/TqLFy9m586dPHr0yFoELwgULFiQli1b8umnn1K2bNkMjyGXyzlw4IDNbf+2IXgZZvTypNPMMPosjGBwK1cqFbYOxq881LNwZxz3I4xsGu2fY+d7KUQwZfAwWxBJ1qU/g/lURCq723PiGJltt5cLJOrTuQeVgrHHe7Dr+9Nc3vEP46qvoMXwKlTpUDxlFwe5NE3acPsazuy/nEw+DxlFfOU4KCUsGOCN279qdxQygYqFlNwONXA/wkizCo7UKJ46heWDak6sPa5m0h+xDGvrxi/74lNW95P1Fr5aFU1MopnvumdsK9WzgYpv/4jhk2auAHxU3+rDt+uChrthRlwdpfwy0IdKhe0yPM6bjFQCEgloDSIOSgFfNxm7JwSw7JCaPgvDidU8E+2QAN92ccfXTc79CCMz/oxj2uZYVg/1y1A5ekBTF1pPCaFxeYdUfoRPOXojma1nNRyclNZ26kVxspfQpoojvx9SM6a97dUIvVFk2eEEfvwkY1XLjFA5SEnWi7g6wu6Lyelmjxy8mgyiSMN0rIJyk3d3qPRu8zb1zdnh06YuXH1ooMXkEMZ86E7zig5IJQKPo438ul/Nur8S2fLluz3Y/y8y8OdmWCwi4xusIzookeGVVlCpRSF6TquXpc/n95SzZpgvHWaGUthHTsVCdvyvhSsVbEwe2ikkVCio5E6YgYJP1LrXn0ikWlE7mtmwo6tf2p5yBZQ8ijaxcHcC3es6p4xRDCaR6Ztjuf5YT5Oy1v0K2lAAf4qDUkKHmk5sPKlh+HP2h3YKCQv6ezOug4k/zyYRpTZTOr+CcR3c38rSphdFKRdI0j8bG+fzkHHo2wCWHFDTZXYY8UkWjGYRe4WEZL2FhqXt+LCGM45KCefu6eg5P5wq79mx+FPvLK/qDmvtxphV0VQqbJdKcPIpP+6JJyHJkqHo3cvQsLQ9w5KsNpe1SthOtb4dYuDSAz1rhvrm6LldHKSUCVQwf2c8zSo42NQ90BksRCaYGdnOzcYRcpdce+K7du3KzZs36dq1K6tWraJkyZI4OzuTmJjI33//zdGjR+nRowelSpVi3bp1uXUZWUblIGXLGH+WHkzgs0URJCRbkAjgZCehVwMV8/p54/SG1OsIEgF5BkNLCVaRqfTIrg/ui+yTM9vTn+399exDVC3yUaihHw9G/MWeOefZM+c8BWfWRmovo1vFfDgq0h5fLhPI7yWna92M61D0RhG5VGDn+SQmdPKweZyVQ/0Y8XsU41dFkaQXmb45hjiNha1nNVQvZoeLg4BPJnY+BbxkRKlTB/pKucCHNd6dNCJBEKhf2oFt5zR0rWP93l0dpQxt48aQ1q7cCTXQ/vtQGpV1wGSBDrWs+9Quac9H9Z2ZvS2OLrPD2DMxIN205SK+Cn742Jte88PoVMuZHvVU+Ltb/YtXH1Wz9ayG377wTZlRf1m+aOVKy8khCAL0rO+Mv/uzwUiy3sLAxZGUK6CkSpHsr6p6qqydR52S9oxYFolE4k3zCg4pgyJRFDl6Q8vMP+PoWlf1WoRDsqvqPWzYMM6fP0+lSpWYP39+yvuxsbF89tlnREdH07hxY8aNG5dTl5rHE962vjk7SCQCP33ixfqTGubsiGPAzxHYKySYLCLd6jhz6NsA8nvmZWO9i0gkAlOPdcOgNfFlrdVc3POAi3se0GpQJZr0y3jS5ikqeykVC9nRPRPhQr1RRPZcu7v1XBIfN7Et9iMIAr8M9GHMqih+O5hIrwURVCqsJDLBzMZTGsoWULDjK3/+PJtk097q3xTykhMUY3uRwMdVxqfN/nu+443KOjB3eyjf9/RMmbxyd5Iy+gM3RrVzRaMTOXYzmR7zIlgy0JuOz3kG1ytlz/9auNDvx0i+WBLJrwOzNjndqrIjDyKMNPw6mM+audCplhMqBwnXHhn4ZX8CVx8Z2DrGL9cscgQBPm/pwkfzw/nxYy9aVkpddvEg0kiXOeFM7JTzXrTtqjly6Foy9kqBj3+OZE5fT9yes1GN1ZjpMjsMRzsJfRq++trvXAtwP/roI1q3Tut56ubmRq1atahVqxZfffUVO3bsyK1LeGEclBK+eN+Nz1u4Equxpja5O0neacW5tx2JUkqRH+qjPhVO1OrbPBx1AsdKXrDQtpF5rRJ2/HlGQ68G6f/YYjVmLt7X81MRO9TJlnTrNh2VEhZ95kNwjJGGE4KJjDdT0EfOvq/z4e0ipfgXD9FoLRlOjITFmd9qX2WzReTwteSU1J7Khe1oUMY+zW+mf2MVE9fG8H4lR1QOz+5XEARWH0vk/cqOHLyqZdFnqTuVpwJUZ+/q2Hr2WYBsi8blHNk7MR/LDqvpNieMWI0ZT5WUjjWdOTgpf44EtyazyM974/n9oBonOwk/7Ipn3vY4CvvIaV3FEZ1RZMOJRBqXc2RWHy+b4mMvwqfNXfnmjxjm9vXiuw0xTNkQQ+NyDkgkAkeuJxOlNmOnEBjf8e2pzb548SIajYbjx48zcOBAzp07R9WqVQH49ttvmTRpEiVKlHjNV/nu8jb2zdlBEAS61HamS21n4pPM6I0i7k5S5Hmrtv8JFPYy5l7qTUJkMt8038DOhRfZufAifWY2oHyTAhl+tl4pe3acT8owwI2IN3H9sYFKhZ9NYiZqLRnWWipkAnP6eHPibx2BXjJiNRbcnaXsGOtP8ScpnG5Okiype4fGmXBzejMWXXKTO6EGdl1MQqMTye8h44Pqjrg42P6OSwQoKBGgYPG+BAa975pqmyAIONsLfLUqhsI+8lTB7VPsFBJ++583ZYc95naIIeVvkhlfvO9KnZL2/LI/gQYTQ9AaLBT0ltOrgYofBnijyqZKc2ZsOJnIgp3xRCeaUTlI6Do3ApV9FB1qOFG5iFVV++DVZMZ1dKdvo5wPMLvUdub7LXHM7uPJgavJlB/2mOYVHcjvIeNxtIk9l5IQBIFZvT1fuQcuvECAe/v2ba5cuZKmTqdfv34297fVgb7Mfq8SiUTIETGaPF4dqpq+ONfw4f6gYyRdjOK72qsZuq4tPkVSp0V8UM2JSX/EcPaujmpFbaf9LtgRR/OKDng4S/Fzk3EvPOOGztlOgtkiMqmbZ6pgtmFZBzaeSqRPo/RnUtceV/PBWyp0cuhqMqNXROHhLKVhGQdERKZuimHMKguz+nhRr9SzlJzG5Rw4fF1L++9DmfqRF1Xfs5YAmMwWVh1V46WS0rWOs82/iSAI9Gvswo+74zMMcAECveRM7OzBxM5pV93Bmi4Tk2jBXim8sK2EySzS/8cINDoLvw/ypXxBJRaLyN5LSSzal8BPuxNoUdGBnRPyZWkGPiu0rOTIjSA9E9bGMKyNG76uMq4/1qNOtlDMX0FYXDIrh/ri8pomSbLTZZ0+fZqmTZsC0KRJE06dOpUS4F6/fp2pU6cSFBTE1KlTqVmzZg5e7bvJf6lvzi5v8yRiHi+Hi7cDcy/1JuR2LLO6bmfZqCMADF/dmvylbPcTnWo58e36GC4+8Wy3xcytcXxY3SnVs+XvLuNumIHqxdIvKdIaLITFmxn8vis+rmmH4M3KOzL892jC4kzpTsrqjSLrT2rYPe4NKZvLBcLjTHz2SyTXHxv4sLoT7k4SDl5LZsLaGD5p5sLY9m42F59++NiLFpNDiE+y8HkLlxR/2rgkM1M3xvI42sSZ6emXKtkrJPSs58zKo+pMS8yep0IhJT994p3hPsl6CzGJZpzsJalWOrPDlE2xbDmjYVoPTxqXtS4qqJPNTN4Qy5rjiVz4R0f3es7M7euZa+2fs72E1cN86TYnnJ71ndn+lR/n/tETEW9CJgV3Zykdazi9NmGzLAW4U6dOZdKkSZQvXx4Hh2eDVkEQ0u1En2ft2rVUqFCBkiVLcvv2bT7++GOkUik///zzGz1Tf+2Rns2nNcQkmnF1lNC+hhMVCr3+WkhRFMlIDO1dqMHNbLujQo5an3a71+zaGIMSiZ93lXldtyFTShl7qOuzlTQBZvX1pM/CcKZ/5Mn7lR1TZpbik8ws2BnPnkvJbH/ScXSp48zyw2paVU4/CF33VyJNyzumWan9rJkLn/wcQcOyDjbFyY7fTGbvpSSOfPfydaGvmkNXk/liSSS/DPShznMS+2Pau3PkhpbPfo5g0UCflCBXEAS+6+7B8sNqBi2JRCYBP3cZjyKNJOtFRrRzp3MGjWDZQCWPo9K3UMqM++EGftyTwNYzGhztBDQ6kWJ+cvo3caFDTacsrbT+uj8BjdbCuhF+KatAEolAy8pOtKzsxKX7OrrODmNGDs/WjmznTuUidvy6L4HjN7XYKQREETrWcmLn+HwU9nm7Ui3j4+MpXLgwAC4uLty4cSNl28mTJ7l48SLu7u506NDhtddyvun8V/vm7GA0iey6mMSRG1r0RpGifnJ61HPG2+Xdr03MAwKKuzP3Um+uHX7M0uGHmdPDmqHw9Z6OuPqkrpl1spPw48fedJ4dztw+1nGC9EkwFZNoZubWOI7e0LJnQkCqz3Wv48zMbXH0qOecbp+y+bSGqu/Z2QxuwWpz1aOeM8OXRbFikG+ajANRtPrzViqspGgOiwa9KcQkmmk5JdTqrzoida18WJyJ3gutStGzeqe1pyngJWf/1/mYvCGGiiMeUzpQgUSAa48MlCmgoGZxZaYrs+UKKtl8Oud8a6890rNgVzy7LiThbC9BrbVQqbCSz5u7ZsuZ5fhNLWuPJ3JkUr5Ui3EqBykze3sxsp0bDSYGU6mwXa5P7lV7z46D3wTw894E2kwLQwR0RpE6JeyY2cuT5hVen5CfIGZBZs7b25sDBw5Qrly5bJ2kSJEinDx5Eh8fH9q0aUPx4sVxcnLi2LFjHDp0KFvHTI+EhGdmwkrH7NUgxGmsyrm3Qw10raMi0FNGaJyJdccTyech49f/+eClen2dYkisNt2lkx+arUf5Xc2UxtgWb08Nbva3l/a25595l4m7bpXxL/1FebyrPyuwV5icmfFnHGGxZioVVqIzipy9q6NpeQe+7eaR8vfVGSw0nBhMn4YqPm3umuY8lx/o6D4njHUj/G36oi47lMCcbXF88b4rXWo74+IoJTjGyIrDalYdVfPr577UzqYH2+vCbBGp/uVj5vRNvUr7PAeuJDFxbQwnpuVP09FbLCJXH+mJ1VhQOQh8MDWU+4sLZyj48newnj4LIzjzfeALX++5ezp6zw+jb2MXejVQ4eMqw2wR2X8lme83x1KpiB2zentmGORantzzos98qFwk/UmugYsjKF9QyWc2npWcQGewoDWIONtLspTyo0961h66uORMTdbzbeyp4IztiWrmezaQeHr+H3/8ES8vLzp37szmzZsJDg5m8ODBAJQvX54rV6w+1/Xq1ePYsWM5cs3vKm9r35xTz2JWOXlLS/+fIijgJaddNUccFBLO/6Nj69kkBjRVMb6D+1tZijSs4nLmXur9ui/jreTwiutsm3sh5d/TT3ZHaZ96svDI9WS+3WBV261UWEmy3jpOeL+yI1O6e6SsDj7FbBFpMCGY9ys7MuZDtzR9yt/BBtpOC2XZIB9qpyMIBFbRqY/mhxOnsTC8jSvNKjggEeDUbR0LdsUTGmvizzH+L5yF9LYwcV2MdcGhv+0V0YRkM9W/DGL9SD/KpeNSAdZA+fpja/lU6fxK/g428M36GA5+Y7uE7SnLD6v565Y2y3W4GbHvShKfLY5kaCs3etRzxsNZisEksu2chimb4uhQw+mFS4x6zg+nXil7Pm6afjv6w654Lj/Us+Tzl7+HrGK2iCQkW3BQCDle75seGfUrWQpwCxQowN27d1EosjdbpFKpUKvV6HQ6/Pz8CA8PRy6X4+npSWxsbLaOmR4vG+DqDBbaTQulWlE7vu7ikWoQabaIfL85lr2Xk9k5PsCmhPurIC/AzVqA66yUYUg0cOLzwynv1/utCVKFlHpFvLCTS7kRpOduqBG5DKoVtbM5cfE4ykiX2WEU9JbTu6GKYn5yYjQW1p9IZPs5DfP6e9OiYvqzVBf+0fHr/gR2nrdKydsprLVh/Zu65Fgq66vk4NUkpm+OY9/XAekGhaIoUn98EFN6eFI3nSD4Ke2/D6FnfVWGwlpTNsag1Yt81yPrKUMASXoL1Uc/Zl4/L5rYULbU6Cy0/z6UnvVV9MygLvtOqIHuc8M4NyMww0B4/2VruvKborie2wHu6ZCMA9waAWkD3IsXL7J48WIWL17M559/Tp8+fahWrRoAnTp1YsGCBahUKpo2bcrJkydz5JrfVd7WvvlVBriXHuhpPyOUXwf60KRc6rYoWm2m8+ww6pWy55suttNV32TyAtyXZ/WEvzi/4x8AFHYypp3onmay4+ojPXfDjChlAjWL26UJbJ8nPM5E+5lhuDtJGNDEhTKBChKSLKw/qWHdiURm9vKks436z39jMlvTkJccSODSAz0SAQr7WLOOetZzxvE1jT9zG71RpOSQh+ybGMB7GdgizvgzjpAYE/P7p13FTQ+twULJwY849G3GmU+tp4bQp6HqpW0FI+JNVB8TxB8j/Khuo/wqJtFMk29DmNrdg5aVsr7S6dPvPrcWFsgwzTk8zkS1L4N4/EuhbF3720JG/UqWfiGTJ09m0KBBhIWFYbFYUr2ygpeXF/fu3WP37t1UrVoVpVKJTqd7Lca/mbH5tAaVg4RJ3TzSrJBIJQJfdXCnoLecdTZ8zPJ481A4K2i4sjmFOxcF4Fj/A9xbcytle+n8Sj6o7kSryk7prsoHesk5NCkf7ao68vOeeLrMDmP08ii8XaQcmZw/w+AWoHIROxZ95sOjXwpx56eC3PmxIN/18Hwrg1uAKw8NNChjn2GgJwgCDco4cPVRxgEQWP1/52yLI1Fruz15EGlk1VE1fbIhkrDltIZKhZU2g1uwpqJN7OzBr/vjM2yPdAard15mqczODhJ0hjevXcstBEHI8GWLSpUqYWdnR926dZFKpQQGBjJlyhTAKjLVrVs3GjVqxPjx41/lrbyV/Jf65uzy7foYvunskSa4BatS+YaRfiw9pCYkHUXaPN5tekyuw5yLvfAt4opBZ2JE5RX8+MneVPuUK6CkQw0nWldxzDC4BfB1k3H423z0aqDitwNq2s8I44slUTgqBY5/ly9LwS1YfW2713Xm0Lf5iFxamNAlhTk3I5DPmrm8s8EtQFCMESc7SYbBLUDjsvZcfvhivrX2Cqsryrd/xGCx2G7j9l1J4m6YkbZVX14bZcXRRNpVdbIZ3AJ4OEsZ18GNn/cm2NxuC1EU0Rmt45GMUDlI0BnfnXY8O2Qpz7ZPnz4ALFmyJOW9p755ZnP6tZ5PmTBhApUrV0YqlfLHH38AcODAAcqXL5+NS85dVhxR87+Wriw9qGbFETX3wgzIZVabk36NVdQrZc9nzV0YvTyKARmkB+QmIiIZjV9EUSTxHa/BzWy7RYTE52p03ZsF4tY4Hxc+PUzQ7kd8u/sRI/5sj6uv7cBHKkk9QLdXSOhaV5WpvVBGSCQC9oq3Lw3u3whAVsa/WR0jv1/JkZO3dLSbFsI3XT2oW9IaPD+tmft6XTRfdfDgPb8XX6XaeSFjJUyA2iXsSNSKXHukJ5+nHBcHSZoMiAAPGUHRJhK1Fpwz6FiuPdJTwOu/U9OX3af5eWsgIMUOqFSpUhw5cuTlLuo/xH+pb84ODyKNXH2kZ1wHd774NZJt55PQ6CwEuMvoXteZfo2sJQudajmx4qiar9Lxtc7j3UYQBL7c2A6z0cLIaiu5dy6cYRWXU79HKT4YWfWFj6eUC3Su5ZzlYDYz/kvK3wKCdYCXCenEp5nyVXs32s8I46P5EYzv6Eap/NYU54RkMyuPJDJnRxxrh+aMR/a2sxpm9s4466xtVScG/xZFfJIZuVRAZxRxcUi/BEkQBAp4ybjyUJ+uABrAlYd6Cnr/d8YitsjS3T948OClTtKnTx86d+4MkCKEUaNGjTfSY+/vYAPTN8dQxFfB1B6eVC5irc/cdi6J0SuiaVbega+7uHM3zIjFIr6Wuh1BEJBlMHkjCG+nD65gNiNKpWm2P/9+Vo9/JijR5nb7qbUw34vHsPQmsz/YjGugivY/NkmzXyEvx9cia/42ULGwkm/+iGFcR/cMU5QPXk1mTt/M04eeClCt+yuRCWtiUqwWgqKNFPNXMKevN43KZs8kPVGbvs3T0+vcfFpDXJKZVt+FYqcQkEuhW10VnzRzSREC8XCWUq+UPX/8lZjuxJbJLLLskJpZfbKeMpVHHi/Df6lvzg63Qwx4qaR0mxvOwOYunJ6WHw9nKXdCDfx2UE3d8cFsHOVHzWJ2bD+X9LovNw9bWMwgsdGGp/f+SyCVS5h7qTfJaj3j6q/j6OqbHF19ky4TalKjfbEcPVcetsnvKSPZIGZq07P/SjJV3ntxn3l7hYQto/2YuyOeD74Pw8VBgoNSwoMII43KObBzbAAl8+WMeJdaa8l0xV8uBblUoOPMMK4+MmCnEBAEq2DZ5y1cbPp1926g4pf9ahZ9mn6Au3i/OkM7zP8CWQpwCxSweoZZLBYiIiLw8fFBInmxFAmtVsuuXbsICwtj9OjRmEymLKdRvSpEUcRgEmla3pGvu3ikDN7tFNCrgYp2VR3pMCOU3w6okUisBst55Az2ifH0mTCAEx/24Wr9Z/YU5Y7uoPaWZSybvASts2uOnEv6nisdN7Rl35BDxD9Ws7TNZlp8Vwf/8hlLvL/NxGrM/HVTS7LBQkEvOdWL2WXbo7VeKXt0BmsAm17q766LSchlQoZ2Cc8jCALd6qroWseZe2FG1FoL3i5Sm437i+DnJuVumJGaxdMKelgsIkOXRnH9kR4BODk9P/k95dwPN7DkgJpm3wazcZR/ilLl0DZudJ4VSqn8Cmr9SyDEZBYZsSyKfB4yamTxnt8F8prA18t/pW/OLndCDfwTbuTs94Gpau7KFlAyr58X9Uvb03lWGKM+cEP2H1ole2vQx8KRllB8GBTs+uz9h+vg9lxosBuUOb/q7qBSMvdSb6Ieq5nabgt/TD7FH5NP8fkvzSha1S/Hz/e2YTKLHL2pJTzOhIuDlIZl7HMsbVohE+jVwJk52+NY9Km3zXFKTKKZ3w+p2fZV9rQu7BQSvmrvzsi2btwKMaA3iRT0kue4PWiAu4y7oUaKppN9JooiQ5ZGkZBsoV9ja82vQibwKMrIkgNqGn0dwsZRfpT/l4Bpn4Yq6k8I5reDCfRvnHbC/ee98Vy6r2Ne3xfTLHnXyNITqVar6dWrF3Z2dgQEBGBvb0/v3r1TFfdmxNGjRylevDirV69m8uTJANy9e5eBAwdm/8pzgTN3ddjJBQr7ym3+qFwcpczo7cW8HXHUKp5xDWIeWcc+MZ5+4/qS/85VOs8cSbmjVvn+ckd30HnmSPLfuUq/cX2xT4zP0fN2XNyMTkuaA7Bn/F8sbbMZS0b+S28h6mQzQ3+LpProx2w4mcjxm1q+XBlN7a+C2Ho2ezL4EonArD5eDF4Syd5LSanq9URRZMd5DSOXRTEjE2ViWwiCQFF/BZWL2L10cAvQtY4zyw8n2Kwp/GV/AvcjjPRt4kLVos/OV9hXwdSPPBnT3p2e88MxPXkmyhZQ8stAH/r/GE7vBeFsP6fh6I1kftodT52xQUTEm/jtf7557UIer4z/St+cXY5c1yKVCDjb2f5Nfljdiarv2bHkgJq6b5ma/TuPPhYONYWYs3CqhzWoBet/T/Wwvn+oqXW/XMIrUMXcS73536/WccJPn+xjWMXlRD7Kes3ku4Qoiizal0CZoY+YuimWoze1LDmYQKmhj5iwNgaDKWfGT0NauXLloYEJa2NI0qWebLsfYaT9jDC61XV+6ZVWuUygbAElVYrY5XhwC9CjnjO/HVKnu331sUT2XEqmfXVHutdVpaRFF/CSM7mbB7N6e9J1Thg6Q+rvwMNZyp9j/PhxdwLNJoWw6qiaI9eTWXFETeNvgll6UM3WMf7/ef/vLKko9+nTh8TERKZNm0aBAgV49OgR48aNw8HBgeXLl2d6kooVKzJr1iwaN26Mm5sbcXFx6HQ6ChQoQERERI7cyFNeRkV59IoojCaR03d07Ps6n81auySdmRKDHjGynRtDWru99PVmh5A4bbr1Bz81X49icg20xvRn4M1kvPIiZrI9K/tkdbtgNjNibHcK3r2Wss0ikXCtSgPKnj+C5LmVhIdFyzJ76hpEqfSlz9+ljC/PZ5dfXnqNe7ut6X7lepWi4+eVkWYSqAgCb3Qwo9Fa+GB6CBUK2fFVB/eUVBlRtD7jX/wSyeDWrvRumL1a8pO3tHy5IgoRaFjGAYsIh64lo5AJzOztRbV0hBVeJRaLyPvfhVC3lD1jO7jzIMJonfk9l0h4nAUvFylJOgs/fOJt0+v4/e+CGdzKLZWQmEZnYdOpRPZdTkZrsJDfU06Peiqqvqd8456H3FZRPh+Wca1+Fb9nSUKv2hrmv8Db2je/imchIdlMqcGPaFPVERcHKd/3tL2a8fOeeMatiSHol0JvnXjPO6uibDHD/lrWIPYpggQC2kDIdhCfG994VIOmJ3M8XdkWZ7beZd03z5TdvzvSFUeXF0+TfVuZuC6GQ9eSWfSpN2UCn913ULSRUSuiMVtg7TDfHCnvikk0M3RpFMf+1tKqkiNuThJuBhm4/FDPkFauDGnl+sb1t/9Ga7BQe2wwA5qo+LyFK9FqM8sOq1lzPJGwOCM6I0gEWDnYh/dtjD8A2s8IpVMtZ7rVSVvPbTSJ7L6UxMZTGmISzXg6S+lc25nmFRz+MyV2L20T5Ovry/3791MZyWs0GooUKZKlTvBpxwng7u5ObGwsFosFLy8vYmJisnwjWeFlAtz+P4TTpqojJ2/ruPZQz+y+XikF6GBNdxq1PIpHkUamfuSZ7gOZ24TFadNNj57f9NXaBNmqjwVITNLj7Jh+w//8Ocod3UHnGSOQZPAoWgSB9aNnp6Qv50YNsGg0o/v6TMq/B21tj30GnZeLvfyN9k78bkMMYXEmfvjYdprPg0gjzb8N5viU/OmazmfG02D58gOrmmHFwkqqF81++nNuEJlgovucMLQGkbA4Ex/WcCK/h4yf9iRgtoiUK6DkbpiR1cPSpgKtOKLm1G0tP3/66rzkcpLcDnAvZBLgVs4LcHOVt7VvfhXPwsNII62nhnJ0cj6aTQqheQUHRrZzS/EONVtEdl9M5oslkShkAnd+KJjr15TTvBEBbm7VyN5dAuc+zngfQQI1V6dOX34FbJ1zjiMrb6b8e+bZj5DJ3+3VsvP/6Oi1IIK/puSz6b9rNIm0nR5Kl9rO9GmYc7Wfj6ON7L2UTJLeQj4PGa0qO2L/ijxWc4KHkUY+nBGGp7OE26FG6pWyp3FZe/ZdTmbXpWQ+rObA0Zs6ZvbytGlLtOm0hj9OJLJ+RF5qvC1e2ibIzs6OqKioVO9FR0ejVGZt5qpUqVLs3Ztadv3AgQOULVs2S59/Vbg7SwmJNfN9T0/aVnOi6+wwWk4K5pOfImj1XQjtvw+lYRkHXBwleORCOsPbhn1iPJ+N6JKSUvyUckd3MGJs9yynFN+tVId474AM94n3DuBupTrZvdQsIcil2E+thbyL1VJoYbvNbBxzNFfPmVvojSJrjicyom1as/mnFPKW07aqE6uOpp9CkxmCIFCzuD0DW7gysIUrNYq9ean73i4yZvb2IjzeTIkABSf+1rHqWCLO9hKOfpefLWMCmN7Tk4/mhRGnMf/rs1ISk9+NesTcQMjklUfu8l/pm7ODq6OEOI0Ze4XA3gkBRCeaKT/8MZ1mhdF7QTgVRjxm1rY4BrdypYDX22nZ9trRx1pXWh/+S5Ts4Trr+9lNH9bHwr2fM9+vyuJXHtwCtBtelbmXelO0mjXoGFVtFVPbbXmn7LX+zZIDaj5tqrIZ3II13XdEWzeWHMjZ9O1ATzkfN3VhaGs3OtZ0fquCW4CC3nJ2j/fjVogBHxcp1x8b+P2QGh9XGWXyK1g2yI+dY/35cmUMF/7Rpfm8j4sUdd4YJFtk6UkZMGAATZs2ZdGiRezevZtFixbRvHlzPvnkkyydZPbs2fTo0YPevXuj1Wr59NNP6dOnDzNnznypi89pOtRwYs0x62B/YAtXLswqwJgO7jSv6MCIdm5cnF2A+qXtSdKLVCny+tMvXycOmdTNFrx7LUt1s4LZTJ8JA3CPCM5wP/eIYPpMGICQBeuLl0VW3ovP9nREIhW4fzqUGQ3WEnE39+p8coM7oVb10MKZeMm9X8masfCu8+v+BEa0dWPXhHyc/j6QFYN9QQR/N+sKY+sqTtQtac+6v1L7W/8TbsTHNW8yKz2safrpv/LIXf4rfXN2cHWUUrukPZtOa/BUSfnlMx8uzQqkZ31n2lR1ZNUQX45MysflB3o613o92VhvNblVI2sxW4Wl4i5mvu/9X637vyY+X9yM2Rd6YeckJ+qxmuGVVrBy7LHXdj25yYlbWlpVsS0q+ZRGZey5F25M19P+v8qWM0k0LufIuRmBXJ4dyLHv8jOirSth8SYMJpFS+ZWMbOfKD7vTTg7cCzfimzcGyRZZCnDHjRvHmDFj2LhxIyNGjGDjxo2MHj06xbswM2rUqMHVq1cpXbo0/fr1o1ChQpw9e5aqVV/cXyw3qV7MDpW9hNnbrClbcpmAr6tVBW3XhSSmbIhh0JJIBjZ3zTAF+LWQTuCXGwGhYDbz+XefEnDvBgASi4XOM0fy0aSBdJ45MqVuNuDejUyDUlEq5cSHfbBkMhq2CAInPuxjMx06NxAEgZEHu9J3aUsAln+8lxkN1r41M7Rmi0hWMqYUcgHzOyas9W8MT/x0uz3nh1synwJXJwlHrmtT3uvZQMXGU88CXItFZNVRNZ1t1L7k8ZS8NdzXyX+lb84ug1q6MmVjLA8ijQB4OEvwcZFx+YGe3w+p6ftDOCdva+lS+y38jacX2L2KgO/fQahosQa1xz6w/vdpjWzcRet+L3JNEqlVNVnIwvDUo/orqb3NCIlEYNrx7kw/2R2Ai7sfMKzicg7+fi2TT75dmC1k6g0rkQjIpQKm7JrUvqOsP6mhT4PUbUx+TzklAxRsP2+1J+tWx5k9l5LQPicoJYoivx9Spxq75JF1slR4JwgC/fr1o1+/ftk6yaxZsxg5ciSjR49O9f6cOXMYPnx4to6ZGwiCwO+DfOk0M5TL9/XEJZl5FGWiXTVHkvQWtp1LxmASOXAliQ9rOKWbqvEqMD83QSaJi8Wv2wckfDoIsP4oEnVmKv21iwbbl7No/GKSn7PYEbHWoKZHZtsBDrXpTZ95o1OCWYnFQqnTB1PtY5FIONC6FwlGEYypj/f8OTISxHoerdGS8pmXvYfMtltESNSbsAtwYuDeTuyZdJIHJ0KY2XAdjUZVo3iTAqjs5ZkGvK8rXbeQt5xHUSZiEs0Z+rCdvKXNMc+3NxV1sgWlTMDtud+rIAgMbe3G6JVRbB0TQICHjEBPOVEJ1oGYKIp880cMPi5Sqr33387WyIi8EPb18l/pm7NL3VL2jP7AjWbfhtCtrhOHrmnR6Cw0LOPA3yEGLj/QI5cKjF0dzew+Xijlb8kT/dQ+h89Tv5/L9jkpPA1Cnw9mRQsEb029nyCx7veiQWjBrhB9Eu4szHi/uz+CZ63Xkqb8b5T2cuZe6k1CZDLfNN/AjgUX2bHgIn1nN6BcowKv+/JempL5FJy4pSOwTvrp/Fcf6XFUCrjYEGj9LxOVYKaAd9rvbXhbN/73SyQVCiop4ivH0U5CfJIFe4UEURT5/s84RFGkSTkHG0fNIzPSFZlauXIlPXv2BGDp0qXpHiArHatKpUKtTlvn91TUIid5GZGpp8SozTSbFExisgW11oJSLlCvlD19G7tQp4QdkzfGcvq2jq1f+eOgfPU/5PB4XUr6nyQuFu8OrVFevYQokTC83FLsptSkwrGddHqymhryXmmWTf09xUc2XpszIlN1zuxJtWL7PBaJhPWjZqXytLV1DsFs5rMRXch/52qm9x1UrByLZv+BKJXmishUZttFrQnd5GeqjoN3dcLDNf3gRy4TXms96qBfIyngLWNkO9sDHY3WQq2vHrN+lD8lMjBUf9vRGSwU/+Ih1+cXRC6FJL2Iyl6CXCbw8554Fu6Kp3dDFe/5ypm9NY6vOriz5EACOoPI2hF+r3Ui62XJbZGpKxEZr8yU93n23eWJTOUM70Lf/KqfhUPXkukxLxyzxapPkM9DRvd6zvRvpMLJXsLHP0cgkwisGOzzxmkIpOFpanDcRYbNXMbcLUprgPc0NVi0gFslaLQ/d4NcSH3Of/MyAlC2VJTT4xWqKL8IQX/HMKf7M32S4Wtak7+kx2u8opdj54UkZvwZx8FvAtJV6P10UQSFfeR8+WEuP3dvGfXGBzH9I08qFFKiNYi4OkpSskCXH1bzzfoYutVxZsmBBI5/l59/wo0s3p9AZIKZzaP98HPLngjof4FsqSi///777Nq1C4CGDRvaPLAgCBw6dCjdEz/d1qZNG3bs2JFqtev+/ftMnjyZR48eZfE2skZOBLhrj6vZeErDxlFWAYF/d3iiKNJjbjjNKjjQp1HG5xBFMcc7zJQA12zGt2UDlBfPp2wbVmEZA+xWUvLs4VSBZ1DxcvzyJDjMqQBXZSfjo0kD06zcAlyp1og/vlmUpXPYJ8bzv8HtM6zDjfXJx48LNqcE6a8jwH2K6UQoxp0PAajyQVHajK5hc7/XHeA+jDTSekoIEzp70LmWU6priU8y0++HcAr5KJjdxytHzmexiOy7kszvBxM4e0+HxQKl8itoUs6BJL1IQpJ1Nbl9TedXHlB/MC2E+GQL98ON2CkEjGaRtlWd+Ky59fe77JCaDScTEQSB8gUV9KyvolUVp0xTst508gLcd493oW9+1c/ChLUxJBsszO7tZbNP1htFao0NYn4/L+pk0Q83N/r2TPlX4Dds5jLmju73eu1zjn2QduUWIF87qPdn9o97bwmczURF+VUF8i/BtcOPWTr8cMq/v97bEVfvjGtZ30TMFpEOM8PwdJbywwAv7J4TezJbROZsj2ft8UQOfhuAWy75r4qiyMFrWmsgeFOL0QwlAuT0aaiioLeMA1etGRr5POR0q+OU4m3/OhFFkU8XRXL4upaEZAt2CgFBgO51nPm8hQv5PeXcDTUwfHk05+/pcHGQUNBbTq8GKtpXd0z1PeeRloz6lXRH+E87UIDDhw+nt1uG9O/fHwCdTpdqNlkQBHx9fVm4MJP0k9fE8sNqRrZLX31WEAQ+a+HCxLUxNgPcyw90/HZAza6LSSTpLPi5yeha1yqdnl07FptIpag/G4TnZ30RngtmS9tIFT75Qc7Xr5Y7uoMSZ20/G2XPH+HvozvSXcF9nqIX/8I1MjTDfVwjQyl68a8sHS+3kdX2R1rTD934U5z/8y7n/7zLkPUf4J7vzaqTKOgtZ+Nofwb8GM5Pu+PpUMMJZwcJ1x8b2H5OQ5c6znzTJWdmlE1mkS9+jeRWiIHPW7jyy0Af1FoLfRaGM3d7HJ4qKZ+3cCUywUynmaGUK6Dkx0+8X4kR+a/747kTakRvsrBrQgBlApVEqU2sOZZIh+9Dmd/fm1ZVHNl+TsPRKfnxUr35TTv5fQAA73hJREFUs6UR8SbC4804KASK+L4+uyohL0n5lfNf7puzg8EksuqYmoPf5ANsl40o5QKfNHVhyUF1hgFueJyJJQetPpYhsSac7SS0qeLIJ81cqFjoFfih5nZq8IvycJ01sLZFyHbr9uys4D5cB+c+zXy/ogPf6OAWoGzDQOZe6s2h5dfZPu8C3zbfCMD0k91R2r/+ACyrSCUCq4f48sWSKEoNfUSXWs685ycnIt7Mur8S8XOTsWOsf64Gt8OXRXPsppbB77vy48fe2MkFNp/R8OXKaIxmkS9aulLEV8nNYAN1xgfzQVUnZvb2fG0T1aIoMnplDBfu60k2WFg+2IeWFR15GGlkyYEEGn4dwqZRfrg4SLgbamDTKD9qlcjaBNubjCiKPIg0EZ9kxttFRj6P1zOmypIPbsWKFbl06VKa96tUqcL58+dtfCI1vXr1YsWKFdm7whckJ1ZwC3xyn5sLC+KYQfqxySyS/+P7hP5WOFWHufRgAnO2xfFZcxc613bG3UnKnVADyw6r2X0xiTXD/Chb4OU6wvB4Hc/X8DtuWY/3QGuQO6zCMuZe7pOyzSKRsGLoDC7Vff/ZtYsZ186JPJGIScfjVjCbqXhqb6oaXFtYJBKWD53BhTrvp9n2/DlGjO1OwbvXUn3uWpUGlD1/JNXxHxYty+ypaxCl0pTPZ3YPubUd4MsGRQi5GskfQ60TCiofRz5Z1zZlu7tj5p3Xq1gBEEWR439r2X85mWSDSAEvGV1qO+foZMu0TTGc/0fPqqG+2CskJOsttJ0aQu2S9ozr4M6YldGotRaW/M8Xo0lk4tpoLj/Qs2WMf67OUJ66rWXg4gh2jAvgyHUt0zfHMrCFK13rOOPuJGHnhSQ+XxyJvQJ+H/Tmdy7n7+mYtz2Os/d05PeUEa+xoJALDGjiQt9GqjSBbm6v4F6LzLh+vqz3s79t3gpuzvO29s2v8ll4HG2kxeRQbs7PuA7yZpCePj9EcPb7QJvbLz3Q03lWGG2qOjKgsYpi/gpiEs2s/SuRH3cn8FV7N/o1fkX39SQ1eNiMpcwd1Sf1tpz0hs3I4/bxhvTTk1/mWmylJwuS17tKnYOsGn+cCzvvA6CwlzHtr+6vbYIyu/wTbuSPE4lExJtROUj4oJojlXPZWWThrni2nNGwdYw/zk9qfENjTTT+JphhbVx5GGnkRpCRrWP8AUjUWuj/UwSOSglL/+f9WrLpVh5Vs3hfArvGBXAjSE+P+eF0r+NMv8YuFPKWsepYImNXx2AnhzHt3en/qtqPXGT9yUR+2BVPeLwZHxcpwbEmSgQoGNbGlWblcz5zIVspys/j7OxMYmJq+wxRFPHw8MjxOp2XJScC3EKf3efS7AIZri4l6y0U/fwBwUueBbjHbyYzaEkk274KINCGr972cxrGr4nmxNRAnF6iCD8iQZfGgsPzo0447N6RJsC9WbMxayam9pPLSoqyj1FDnwkDOPFhn1SrpuWO7qD2lmWIJiOB9/9Oed8ikXCrWkNK/Ds1+rm62X+f4/kU5X7j+hJw70ZK7e5f1VukqvENea80S6f8/kakKD9FozPh/GQf7Q9XEEOtanjK3iWRFndjcN2CqJQZHyOnG91HUUa2n9MQn2TBUyXlg2pO+OZy/UaS3kKl4Y848G2+lJSgpQcTOHQ1mZVDfREEAa3BQqURj9g1IR+FvK3iXJ1mhdGhhhPd6uacKfy/6bMwnIZl7Ond0NoWXH6gY8mBBLafS8JgEnFxkODnLqNGUTum9XyWqq0zWPjzrIZVRxO5H2HETi7QsIw9fRq5vPQEVXbZcymJ4Usj+aqDBx1qOuGgtApRnLmr47sNseTzkPHTJ96pBku5HeBezyTALZMX4OYqb2vf/CqfhZAYE/UnBnP3hwIZtreXH+j5/NdITk7Nn2abOtlCldGPmdXbk7ZV01oKPYg00nJyCL8O9KFuqVc0SXbsA4YN+TBtgPuyqcFPeSpkVXxY6gD14Tq4NQdEc2orn5wMQp+rM04VJL+OOuNcQBRFpnfYSuQD62+iaDVfPl/c/DVfVWrUyRa2nNHwMNJa1tOsguOryVKwgdEkUmbYIzaN8qNM4LNrGL0iGpkUpvbwxGQWKTf8MWuG+lLhyXXqDBZqfBXM4k+9qV7s1YpFiqJIza+C+b6nB/VLW0WiHkUZ+WV/AmuOJxKfZEEuFXB1lNCnkYqx7dM+xwaTyJYzGpYdVnMn1IhCBg3LODCgiYpKhd888ctv/4hhx4UkpvTwoElZByQSAaNJZPv5JMavjWFYa1c+bpqzbX+2UpTBOrsLYDAYUv7/Ux4+fEjp0qWzdAH58+dPt2N5/Phxlo7xKqlV3J49F5PomsHAe8+lJGoUt091Xz/tSWBMe/c0we3DSCM7LyShTrbWIC47nMAX77vl2PU6bF6P/d5dNreVOHOYskd2cK1B1lN7HRLj6Tf5YwLu3aDzzJEAXK3fOsXjVmKxEFygOKGFiuP/4HYqQann9wl5rzTLJi/JNDVa6+zK0im/pw6odaaUwLr2lmUsm7wkJbh9E7H/ojyWBD267y+gX24N/M2HA+EV9QfqZDPDlkZx4paWttWc8HOVcSvYQN2tQbSu4si0jzxzbaX00NVkKhRSpqp3WX5YzZQe/2fvrOOjuN4u/p3d6MYFSAgJ7oXi7u7F3aW0tLgUKRSHIkUqtEWKS1u0KdAWd6docUgg7tlssj7vH0tCNitx5Pdy+tkPzczs3Duzu3Pvuc/znOOd9vtwtJPQtY4L+y4kMb6TIf3/k1ZuLN0Xl28EV60VOXojme9GFEzbVqW4A9+NcODb4SJanaFO+sYzFaN+ikg7JjJBS+/lYXi5SBnT3p0Pi9mjUInsv5hEn2/C+LSNO5+1dc+XPltCjFzH2HWR7JrkS5XirwY2QRCoU8aR3yf70m1JGJtPJGaqC5CXeJ+i/Gbw/3Vszgl8PaTI7AWuPFZR04oieuBVBfXKmt+/44ycemUdzJLbf5+qOHIzmcrF7Jm6NZq/Zvnh7JDPdXNpqcFdTPflJjU4FekJ5vl+hm0ZCab7h+BWGRJuWiehTQ5lP8Jq72kgrxkJduq/r0MpOh8hCALT9nRGq9ExudZWHl4KZ3zVTTQZUIGPJrxZiy5RFFl2wCC+2KiCIx8WsycxWU//leH4eEhZ+2khShR6vanVZ++lUNjTxojcpqj17Don58x8Q+mBjVSgXyMXfjsvTyO4DnYShrdwZf2xhNdOcB+FaUhM0dMo3YJX0QK2LOjrzYK+3mi0IjZS2H0hid/OJZm8PzZJR/elYTjaCYxq7UbNUg6kaET2X0qi74pwBjdzZepbJOb1z41k9lxM4ticIkbOHbY2Al3rOFO9pD3NvgqhXjkHKvq/nomxVYJbsmRJs/8vCAL169enR48eWWpk69atRn+HhYWxatUqevd+89Lu5jCkmStzdsXQsZaz2TTlFLWe7w7GM/GjVyQ1LknHxQcpbPi8UNq2eIWOcRuiuHDfQDoKuklxd5Kw4PdYQmK0zO3jjW0uawNke37Fa6RxDW56SPR6erwkqVkhuZY8biuf/NMoOlsk6D4hpSryvHQlznYdkkZGU/+ts+cXtsxfn2VSmuLibjbSe7NxB241aPva/G9zA4mbPbKF9VAffob2VChLm+6kxcgqNBtW+dVBOh2YuxZL27OAFLWeXsvCqFTMnmvLixope8/to2PCL1EM/S6CLeN88sW/OVquMyK3er3I/RA1dTIMKEW8bAiJeWXNVLecI/dCIsgvKJQGBXRzk01BELB9+fQr6CYl8aUxvSiKDP42nBaVZUzr5mk0+R/fyYPeDV3otDCEAG8bOpqZ7OYXtp9OpHVVJyNymx4OdhKmd/Nk6pYoBjV1fW3pWG+74Oz/Kv6/js05gUQiMKKFG0v2xbFrgo/ZdNCIeC0bjycSOL2w2XP8fj6JqV2NF6WfRGgY+WMkIbFautR24gN/O47cSKb8mCAmdXJnTHv3/PkdWlMuhleetJBzBWNzHrfBO42js/E3DATWsyaUm5D3JNTe03zkt1hvCOjxTqUlW4KNrZQV1wehSFDxZZOdnNhylxNb7tL7q3rU7lza9A3WUsbz6H7M/TWWY7dTOLugiNG4PruXJz//k0C7+SEcmV3ktdZVRst1FPU2bi8kVou7TGLUx6LeNpz+L8XouPrlHNl1xjjL5XUgPllPAVepxWdA6ty/kJtN2vwjPYZ8F0HNUg4s7u9ldI5xHTzo29CFdgtC8feyoV+j/MuAyw5++juByR95WLSlLFrAluEtXFl3JJEVQ/JG2DQzWP2GfvXVV4DBDL5165ynTzRu3NhkW5MmTWjTpg1jx47N8XnzC80rywi8oqDP8jBWDC1ASZ9Xiq9PIzVM2hhFWT872lZ9lU8en6zH00WK48somUKlp8fSMGqVduD6N0XTtv9XXcXQ78IJjtby6U8R/PxpoRzVX+j0gE6H85pvTcjtnTrNjVSUJXo9tff8wvmaLdPqV615wGbF41YETrTsyYVmXQ3k8+X5BJ2OM7XbcKZGSwNhs9COxT5oLPjcWvHRzdb582h/KuTmjmlSBBoURrrwCkd++pcjP/3L6P1dcCYFj24dUXw2BlX3Xrja2yAC0l07sVm1AlXgIfA0ngxk5Zux47Qcd2cpXw/wNnmYusqkrBlZiPYLQjh8XUH76nlPyjydpYTEvroPggBSCWh0opGdQGisFg/nV2RTrRGR5mOgw8VRgk4UiYjXWq03fhyuoZCb4aF89p4SebLehNymwtfDhq8HFGDB7hg61HB6bUTyn3+TmdDJetZHvXIOJCTrCY7WUtRMicR7/O/g/+vYnFN83NKNQ9cUjPgxkgV9vIzKNq4/VfHxmghGtHC1qO4eI9fhn25C/yJGS/sFIYxp787HLd3SFg53nk1i7acFmbI5GoVKZHq3PI6w6HUG4pie3JpLDRb1huNyQgRThazO9QOsCFkhgfKTTdvQ6/KOhFp6//8AuU0PJzd7VlwfRGRQAos672PnnHPsnHOOUT+3onRNg5uH1ZTxPIpoP4nQsPFEIleWBJgQFalE4NPW7kTG6/h6byzfDi9o4Sx5D09nKc9jjOdaUomAJoOI//MYrUm/1VrxjdQ4+7hLeR6jQa0VrYpcPQrXmMxPrj5W8jRCw54pvmbnGAXdbFg9tACj10fRt6HLG7c20+lFjt1OZvOYQlaP61nPhQ4LQ14bwc3S9LJ169ao1Wpu3brF8ePHOXbsWNorp7C3t+fp06c5fn9+QhAEvhlSgKYfyOi4MJTOi0IYvTaSrl+H0G7eC2qXduC7Eca1bh5OEmLlOpJVhgFh07FE/LxsmN/XK43cgqEeqICrDes/K8SDUDUn76aYtJ8ZJIKArUTA1taGmF8PoP6wKgCixNDO1pk/8NvkZehf/h1SqiLbFqzH2ckeFwcbBMDVwcbi61qDduz7fC6WirNTBZja7llLQX1K2vsaXDzMlBn9KKRJAqnUahuZ9eFt359an+vsYGP+5WyH+FVtHPqXA+Dbj/aypcPP2F65jOuwQZyc/z1ytQ7prp3YDuyH5PIl7Nu0hBzUzW06nshnbS1HC2xtBEa2cuOXY6Z+l3mB5pVlXH2sTIvOCoJA3XKOHLqmSDtGqdaz+7ycLrVfEexD1xTULZt/9Wo2UoEutZzZdsr66u3m44n0rG9QwP7tnJwBTaxHQJt84Eh8kp77oZo87a81pKgN9cLWIAgCrjJJ2jPoPf738f9tbM4p7G0Ffp/si4eThFpfPKf70jBG/hhBk1kv6L8ynM/aulv17vRykRIc/WqCvXB3LH0auvBpa/c0cqtQ6olX6PggwI69X/jy0z8JBEfn8TNCIjUQGY9qr7bV3Waoua27zUB2IeepwanwbQVO5sW20iDYgDbJuI1nOw0CUarY/zkS+jpQsKgbK64P4rO1hkWrHz7+m/FVNxH1MNiQMh5zyRBNf7bT8IbUaH7MJcN+Ve7q7n85lki/hi4Wo3AAn7R2Y98lBQnJ1i3i8hINyjsSHKXlvxfqtG0B3oZ52vWnKsBAsradktO9rvEi/p9XFTQo//rrVf29bSlX2I4/rigsHiOKIhuPJ9KngXGfd5yRM7CJq9WMu7plHRAEuPpElWd9zilUGhEbiWCUPWgObjIJyepMZZ/yDFnKMThz5gw9evRApVKRmJiIq6srcrkcf39/njx5kun7Z82aZfR3cnIyBw8epG3btjnr9WuARCIwvpMHo9q6c/JOMtGJOjxdnGhc0dGIsKbC3UlKnTKO7L+URO8GLmw6kcj3I0yV27aektOtrjMOdhJGtHRn47FEmn4gy3E/RQ9Ponb/SYGeHyH/dDR8b5jcpqYj19u3kc3ZrF8VdDpqHv7VYvQwdbtnxAs+HdudFWv/otKZQ2m1t0NnDGHVzLXg4J3j6/pfgU1FL1zm10E94wQvpAGMr7KRcQ/m0n3pRDR3jmN7MDAtAi+5fg37Dm1RnT6X5XRltVbkQaia+uWsP8AbV5QxfWu0xf3xCh2/npVz74UaGxuB+uUcaVvNKUvy+s4OEgY0dmXixkg2jfHF3lZgSDNXlu2Lo201JxxsBWbtjKFmaUdKvMyGSFLq+eFwPHN6596mSJ6iZ/+lJIKjNDjaSWjxoSxNCGpka3c6Lw6hQXlHapU2vUe/n5Nz6VEKSwcZvquRCTraV7ce/ZRIBAIK2BCZoH1tfr4B3jbcDlZT1YqwRIJCR3ic7rWawr/PUH6z+P84NucUMnsJywYVYGYPT47fTiEpRU+v+i40ruiYaelGj3rObD6RSIvKMuIUOgKvKLi2zJgA/n4+iUYVHHGTGZ7dveu7sPF4IrN65I0VWxrS16dC3qcGp6YoK55ZP05UG3xqpTIo3tc4dfpYy3dWAOptQKkaPqy4PogLex+ya+45FvY8Doxh/uef4eSoMJ8yHnfN8LnlQlX6xjMVY9q7Wz2mkLsNJQrZ8jBMQ42S1tsJidGy/YycoEgNjvYS2laV0aSiY7YjqnY2AqPauDF2QxR7p/ji5CBBKhEY2tyVJfti2TqmEPN/jyPA28ZIfCkkRsuWk4kc+apIttrLClQakQOXk/gvRI2tVKBRBUfqlXUwmvNP6OTB52sjqVLMnpI+xvMKURRZvDcOURRpUdmYA0Qm6DJd/BcEgRKFbImMf30LDZbgaCfg4miwOipd2PKc6HawimKvMbssSxHc8ePHM2XKFGJjY3FxcSE2NpaZM2cyatSoLDXy/Plzo5dSqWTChAls2rQpV51/HbC3NajH9W3kSpuqTmbJbSpGtXVn0e5Y7gSriUzQUr2kcSH1votJXH+ipFtdQ7SoyQeO3HimzHUfRQ9PIg+fIKVrT6Ptt5p04Oflu7ItziRKpTwv+6HFCG56eEY8p9+Cz9PILYDfozuMmj8SQffmf3hvA0SplGptUphyfzoAK8vMYmLlDdgFHjBKLxclErRjx2erFjf1UarP5MPSiyISM19dURT59mAcNScHc/2pig+L21Pa15aNxxKoPimIE7eTs9SPqV09cbKX0H7+C/ZdTKJJRUfK+tnRbl4IHReEcCtIxbfDDWkpj8LU9PkmjJqlHGhWKReLO6LIigNxVJ8UxNGbyTjYSYhP1jFwVTidFobwPFpDWT87vh9RiEGrw5iyOYprTwyR5tN3k/n4hwjm/x7Djgm+uL1UTHeTSYjIZMAQRZHIBF3aRDazYy8+TGHT8QS2nkzkcbg60/eYQ79Grmw8noDeyge984yc5pVlr8VbOA1CJq/3yFf8fx6bcwo3mUFdvn9jV5pVkmVJl6B3fRcuPlSy92ISD0I0lPK1xdv11e/scbiGhXtiGd3OPW1bs0qOXM+v6EpqfWpGFOtt2J4bYpmaopzVH/CFAXCqs3FdcCrZ0r+fA+QGdbqUZsX1QTTpZPiuffnd94xfuhGdVjCkjGdMVc+l97EgGOYKmUGvF7H2s9FoRSZsjKLu9OeExWmpUcqBIp5SZu6IodbU59x9nv3fxdj27pT2taXZ7BdsPy0nSalnRAtXnkZo+WB8MIHXFGwabUiRFUWRy4+UdFgUyrj27ibkMrfYejKRCmOD2HpKjp2NQSl47IYo6k57wb9PX11bi8oypnX1pMWcF8zeFcOd5yqeR2s4eFVB56/DOHBZwa6JvibPIHcnCeHxmZfIRcTrcHPKfp3XtSdKNhxNYOPxRO7k4LPICEEQGNDYhZ+PWM8S/PmfRAY0dsl1e1lFlmyC3NzciIuLQyKR4OHhQVxcHGq1muLFixMSEvI6+pll5IVNUG6w6XgCi/fEkpis59LLOoaHYRo2Hkvg7xvJ7JjwSuY8KEpD50WhXP/Guj9fRkQlqiwOPcub78RhQV2rg3ZmNkGljxxgUCYet9aQ6n/7sEUni8fk1qZHrlDh4mSqxJbq3fs6bIIyOyZZpUuzEQKodCKQ7ksnsr3IcK561gOgx/NfqBdzElEiQbN5G7pexqIgWZlitJz9gqldPWhe2bLH2PZTiRy8qmDreF+j7d8ejOP3c0lsH++LXwbRiLP/pTDih3A2jPahTpnMU4n1epHAKwp+OZbApYcGr2YvFynJKj2VAuwp4m3D82gtj8M1fNzKjdHt3HNVGzP31xjO/pfChs99jPqu1Yms/SeBtf8kcPBLP3w8bAiPM6zkHriURGKKnoJuNvSs70zPei5p5Bbg4FUF3x2K4+CXlld8Lz9S8vnaSM4v8rfa/xO3k/lqZwwarUjdsg6otXD0VjIV/O1YMsA7LZqdFej1Ih8tDqVSgD3z+3qZtHvuXgrDvg/n9ymFjRQK89sm6J7lpAAAyqVL4nhvE5T3eFfH5nfxu3DjmYoey8KoXsKeJ5EaTs3zJzrR4IP7498JzOzuyaCmrwRfDl1XsPafBPZMMS9clRcYX3UTK64PyvsTP9sJ5/pClpa5zSAvvXizi9cgxPRG8GwnP4y9zsPgCgAU9Axl6tDpBqG/PLrf83+PJV6hY9kgyzWSL2K01Jv+nLurilpUC//0p0jC4rVsHu2Da7rSGlEU2Xk2iVk7Yvj7Kz+KF8we8RRFkcPXk/n5nwRO/5eCTg+lfWzxcJFy97ma2qUd8HCWcO+FmoRkPV908chzEaZfjiWy4o84dkzwMRprRVFk94UkpmyJ5sDUwkaKzw9D1aw/lshf/yaTotJTrKAtA5u40rW2k1l3i+O3k5mxPYazC4pYLJe6HWx4Ht1aUdRI68QaLj5QMmVLNHFJOhpVcEQvwrFbyRQtYMuyQd65skAMi9PSeOYLFvbzontdUxL77cF4fjmWyKn5RfJUZT7XPrgBAQHcvHkTd3d3KlSowO+//46XlxdlypQxOrk13L9/nxs3bpCUZCyHPXTo0Cy9P6t40wQX4OYzJV2XhKHXi6g0Ir6eNvRp4MKAJq4UdHs1EV9/JIHz91NY95mPyTkehan55Vgif15NQp4i4ushpVcDF/o1ckWn11qM2K1ssRP7+XVJyVh9nw5a0TJxEnQ6Jk7vS7GHt7JzyWlIJbdXGrSzSs5S63hzsl8mj2fU/JEc7ziIqw3apW2vfuYgTf/YxA9f/oTCxT3f2s/qMRIM9dLpMWzR51S6dBSlxIFplX9M2z678AHUv+4yOtbZzrICX3psP5XIrrNydk8pbPZBl6LW03rOC77q5UXNUg4kKUU8nCUo1SK1pgRzcr4/hT3NE/V9F5NY+08Cf37pl2k/0iP1sSIIAkq1nlN3U4iV6/B2ldKwggx729yF9x6Hq+m4IIQziwLwdDY/aZm9M5pktciSgVkXNNDqRBpMf87odu70a2w6MCYp9XRfEkrP+gazdkv4+18F4zZEsWpoAVp8KEv7HFUakU3HE/j2YDz7p/lly24hLknH4G/DiVfoGdjElQr+dsQr9Px+Ts65+yn8/GkhGlYwjojnO8GNsX5suXTZme8iqXnb8a6Oze/qdyEyQcuavxJY8Uc8EgFcZBI61XBiREs3KmeYHI7/JYqCblKmmfG3TEW8QsfWU3K2nZLzIkaLzF6gXTUnRrRwpUIWrDTyheDqdYY62phLOXv/myS3r0GI6Y3iVGf0zw8wffUPqNSGRefqFc7Rf2REnngfh8RoqTv9OecX+psseKdi0qYoAJYNKoBWJxKdqEMqAe+XisH/PlXRZ0UYV5YE4GSByCzcHUtIrJbvR+RcqCr9HAMgIVnHidspJCn1+Hvb0qCcQ56LSyUm6/lgfBDH5vhRysIC9YajCRy4omDfFzlf2NLrRRp8+YIBjQ11/hmRotbTdUkYbarIGNsha5aj5+6l0G9VOMsHFeCjWk5pQTCNVmTnWTlf7Yph3xeFTZ5j2cHtYBU9l4dTprAtAxq74usu5Wmkho3H5SQk6/h9si8B3nkbTc81wR03bhy1atWib9++LFu2jKVLl2Jra0vr1q1Zv359ph1YuHAhc+fO5cMPP0QmezUBEwQhV2IY5vA2EFyAdf8kcOSmgu3jfc3+yBQqPc1nvWD54ALUL28cHdtzQc6MbdEMaOxKz/oueLsaosCbjidw+m4Kaz7xpmxh81+SZc124rigrtUfdmYRXG1UNGNf+uBaInGWtt+t05yts9bkWwTVUR7P0BlD8Ht0x6r/7qqZa7EpYLkG+HVEcDPuT9/HVJzzasJv/oMBKFBYhWZss7R9o+oXw8U+83pKjVak38ow3GQSFvUvYJQ6FxqrZcz6SHQ6EUGAa09UuDhKUCj1lPKxo4CrhG0TLD+ItTqRGpOD2Dbe97V5l2UFs3ZEY2cj8KWV+rbwOC0NZzzn+vKiODtmfcXwYaiaHstCaVXFieEt3ChT2A61VuTPK0msDIynZikHlg4yVaxOhUojUm1iEL+M9jFb9wvww6F4Tv+Xwo4Jvmb3W4Ioipz+L4Xt6SbEbao60aOeCy5mrjG/Ce79TAhu2fcEN1/xro7N7/p3YdyGKGT2Agv7mR9jUqNcFxf7W6yJfximpsvXhlKNES1cKe9vR1ySnl1n5aw7ksisHsYRYXPItwiuKhYO1wCFFbExqQx0ZkpYinyUJ2Qr20jv3WvNl/ddrQ3OYA+lUtsxddXPabs7DJTSfHz/XDez+s94Nh5PZNPoQkYRvWSVnuUH4tl9IYldE3zYdVbO5pMGAUe1VqSgm5ThLdy4E6wioIAtkz+yTLyiErRUm/yc2ysDslTq87Zg7T8JnPkvhU1jTINSqVBpRCqMDeLvWX65So1+Fqmh06JQGlVw5NM2blT0t0ejFTl4TcGy/XGU97fjx48LZonE6/Ui1SY/Z1F/LyP3l/TYdiqRdUcTOT4nd/XKSrWevZcU7L2YRLzCYJXUu74zbas5ZTnSnB3kmuBmxJkzZ5DL5bRu3RqJucK+DChYsCBHjhyhcuXKmR6bW7wtBFep1tNzWRjFCtoyr4+XURpkaKyWz36OIKCALSuHFjCaKF99rGTgqnB2f1HYrIDN7vNy5uyKIXBGIbOrY3lBcBOVWpqd2E2X1TOzXUaXSjrP1G6T5wRX0On4ZGIv/B/cNGrvXq2mRh69AM9KV2LtN79a9M993QTXHLlNhQhMqLIx7W+XSVWRFpBlmeCCYUXvq50x7DmfROOKjvh62BAUpeHiQyVlC9sRHq9halcvOtRwxt5WIEauo883oTwM1bDus0JW05s//iGCNtVkdK3z+monMkOXxSGM7+RBowrWa3ibznzOqmEFqVwse+Q8MkHLhiOJbDmZiEKlR6MVqV3GgaHN3Whf3bo90J4LcradlLPbygpuskpPtYlBHJ5VhGLZTNPKDt4T3P9feFfG5nf9uxCZoKXFnBD6N3JlTDs3ozTDO89VDFgVwZBmrkY1uemhVOupPfU54zp4MKSZKYl9HK6h3YIQfv6kII0rWn7GvZUpym8igmsu6mzOPgnAq1auhJjeCKx4H8fL3Znz48q0v4d+05RKTTNRwM4EG48nsnB3LMUL2vJhMXsSU/Qcuq6gbhkHpnT2YPB3ETStKOOztoYFYFEUOXdfyZJ9cVx7omLzmEKZiqfWm/6cH0cWzFXE8HXj87WRVC/pYPY3mx4DVoXTpbYzXevkzpYxRq5j7ZEEfjmWSEKyYR5So6QDH7dyo2vtrNsUHr2VzKwdMZyxkvKs04tUHh/MtnE+VCn+7nwm1saVTGfPOp2OMmXKcPfuXeztDRfdoEGDbHXA0dGRcuXKZes97zoc7CRsn+DL9K3R1JgcTPPKMgq6SXkWqeHCAyVDm7kxuYuHyZdtzeF4JnTysKjO2q2uC3svyjlwOZk+DfPe0xRSVZR/MyK3aUTy4jEkVtZEJHo9PZdOImWc3moNbk4gSqWc7TLYiCia8+jVSyQc7zjIIrl93RB0Ourv3WhEbvUSCXdrNqXCZQMxX/HvYJ7JSrKqzEzky64jyGzg72JZbsPRTsKSgQWY2tWTv64riFfoqVLcnu71nFnweyyHZvobRXa9XKR8WMyBOqUd+XxtJCfm+Vv0ilVpDRLwbxMEAayViCel6NHpRXR6Q+Q6uyjoZsPUbp580dUDhVLEzlbIkqI0wKWHSlpVsT64y+wlNKzgyNXHynwluO/xv4v3Y/ObQ0E3Gw5/6cfo9VFUGBdP+2pOODtIuPFMxaNwDdO7eTLYSvR13yUFxQraWpwol/Sx5aueXqz6M94qwc0XpHrtpie3lsiiOYh6AxmD10dyU4Wx0pNAc969eSDE9NqRifexu0s8KyYP5nl4Ub7ZMocNE44DMHFHB4qUs5zhZA2Dm7rSr6ELf99I5mmkBkc7gWldPQjwtqHZ7BCGN3czUlsWBIPzwp4pDpT+7BnrjmTuDmKwlslR994YMhPh0utFElL0L713c9+el4uUqV08+aKzB0lKg59uTsq7LjxQ0qaqdUIslQi0qiLjwkPlO0VwrSHTj0AqlSKVSlEqc672O2/ePEaPHk1YWBh6vd7o9b8MZwcJq4cX5Owif+qXc6Sgm5SONZ25trwoU7t5mghBKVR6jt5KTvPktITu9ZzYfykZnYjJCwyKunKl1uJLxBBdtPTSS6V8O+NHgksYxAxS62rXTFxJTCHj9AW9IOFGrWZpnrtgIJ1ND2xErlCZnDt1W2Z9sLT/TO02bBq3xKg9o/6kqwE2135m58/q/uycI0Ejmr2fG6Z/x7YJS9OuReprj9PkclDUBTFZy8IG27h25CkKtdbsy1zyhaezlD4NXfm0jTvd67mw+YScqV09jchtKuqXc+TOczXtqjmx3YJXrDxFz/n7KdS0kGqbHxBFkauPlfz4Vzw/HIrnzH8pJtdarYQDR28ap8dpdSJbTybS/KvnVBz7jCoTg7gfquHg1SQSFDlT8xQEAWdHSZbJLRh+f1lJxZFKhEzVr992vBdRfnN4Pza/WRT2tGH3ZF/+mVWESkXt8fWw4dPWbtxZWdQquQXYdVaeaRSoa20nrjxSEZWQuZpqniKj125qRLbRPqizxfR4QWJISxbSjcmi3kDK9DrLSsp5rbBcrLexF7C5fqaPLL8rCs/WPo901+tf3osVFzoyZHkTAJb3CWR81U0kRGbNCSEjbG0E2ld34vO27gxr7kbRArZceqQiVq7j87bmMzCkEoGe9V34+18F8hTLz5B7IWoSk/WU8n09NnuZ4VaQih8Ox7P6z3j+uZGMzsLAXLOUA3//a3o/Y+Q6Fu6OpfzYID4YF8Sh68ks2RfHtlOJFs+VHQiCwYYnp9olej3YZGFNx0YqWHVqeNeQpRTlH374gf379zN9+nSKFDEOcZcoUSLTRlJTpdK/TxRFBEFAl4mVTGhoKB06dODu3bskJSVx7949Pv74Y6RSKaVKlWLDhg1G531bUpRzgpAYLW3nveDmymJm94uiyPWnKjYdj+ePy8mM7eBG+xqOeKQT2VnWNG9SlF0dbHCUxzN45nDOdhnMzcYGX11HeTyfjemKZ8QL9IKEX6eY1sCGFi+LVpByrsfwtPeBIU23/t6NbJy3jghb51ylCPea/QkfXjKtEUutAS595AAtAjez0YIH8Juowc14P1P3p78vqX0V5WqUi66kvbfwsvoIGZY7h9QMwMnOcvsJCh1VJgZx79viZh+Maq1ItYnPaF3FiX2XkijiZYujnUDLD2X0b+xKIXcbluyN5X6ImvWfW645yUv8+1TJpI1RJCTrafmhE1IJnLqbglYnsrC/d1o0IzhKQ8vZLzg53x8fDxvUWpGh34aTmKJnXEcPmlR0ZOrWaBKT9UglcP2Jij1fFMbnNXjEbjqewInbKfwy2vI90+pEqk8KYscE3yyJyeQU+Z2i/CDW+rFl0pW6vetpqW8j3tWx+f/7d6HBjOd8O7wgVa1ESh6Fq2k5J4TWH8ooU9iO7vWcTQRa8i1FGSwLNj1cB9fGGupvM6t1hdcv+nSqs2nkFoxrg99F0alsCmgd/eUWgauvpf399bl+2Dnmbvz7cns0Tg4Sq8JpobFaKo4Lok1VGZEJOpKUevw8bejXyJWONZywlcKQ7yMp5WPLl93f7L2/F6Jm9LooQmK1tKkqw95G4Nx9JXFJOhb09aJjTeMsyWSVngpjg/hjWuG0+uTgaA0dFobSqLwjo9q4cfRWCqfuJjOsuRtL98fh52nDhs8K5Uv9aVax71ISP/9tcJWwBFEUqTPtOcsGFqBhhcxdM94W5LoG11ItT1YGQYCgoCCL+4oWtW6Ro1QqSUlJoUuXLhw5cgRRFLG1NTzkhwwZwqhRo6hZs2ba8e8ywZWn6Kk07hl3VxdDZm98z59Favj0xwii5Do+LGrL5UcqapZ24OTtFHo3dGZsB1ckEiFPCS68st1JD0d5PANmDONCtyEmBLbh7+uQ6PX4Pr2XbyJQ1upZ9RIJF9r3o86f29La2rDgFxOSm11yau4+JCq1uNkK2arzTX+ezO6zrQTEEy+QHw4GwLmFP24diqXtz4zgZrZgEiPX0XFBCE8jNcjsBPZNK0ySUmT3+SQOXE6iUQWDj+MfM/wsqiznJW48U9FneSjz+3nTuZZz2ndYFEWO30rh83WRfDe8IM1emqKvCozjt3Ny1n3mw69n5TwKU7P+Mx80OpFVgXEcuKwgcIYfXi5SvjkQx/HbyfwxPXtq0DlBUoqeapOCODTTj5IWlBZ/Pydn4/FEAmfkb3/ym+A+jLU+aJf2fDW8/H8nNfmBd3Vs/v/+Xei4MJRPW7vRrrqp9kG8Qseon6O4+FBJYoqOce3diUnSs/tCEi0qy1g9tECa/ka+ElywbK2TEgWnOlgnW/D6RZ+s1KqCAPW2G/43v0Wn8suqKAfn3TrjNFcPPgHA3smWhaf65FhdeOz6KCoVtWN4C8u/3yM3k+m5LAyJBGb39KJxRQfuh2pYfzSRqEQdlQLseBalJXBaYYsqy68DD0LVtFsQyoxungxo7GJEQM/dS2HI9xEs7OdNtwx1tL+flzNjewy/fFaIOmXsafpVKD3qOjOylRsbjyeyZF8ch2YWppSPHSqNSK9vwqhVyoHp3d4cmddoRSqOC2LHeB+qlzSfjffPjWSmbYvm8tf+Wa7tfRtgbVzJ0rcrY+pS6isrAygYBkpLr8zg4OCAh8crNbbUARTA3t4ef3//LPXhXYCLo4QG5RzZf8nYriEsTkuXxaF0q+vCpa8DECQCg5q6sGSQJwdn+XD1sYqFv8fnS5/MkbcUF3eWL9puRG4BbjVoi15qg+/Te8Cretz+cz81IqR+j+4wav5IhCx+f9LDGrlNbbPuH1uM2ho8c3iO2kqFozyeTyb2ovLJQKPt1c8c5JOJvXCUx2f5XJbIsKXtrm2KUnh5fQCSjjwnZNxpdPFZM+b2cJaQpNQTm2R67Xq9yIBVYbSqImNqFw9EYNDqCDYeSyRarkOrEzl8XcHcvl6vhdwCfLE5ijl9vOlax8VoABYEgWaVZaz9tBATN0alpfyM7eDBsBZudP06hB8Px+PpLGXSpiiqTQzivxdq9k8rjJeL9OWx7oTFarn+JOfpnFmFs6OEGd096fNNGA9D1Sb7j9xQMHNHNHN6Z68+6mGomgOXkgi8kkR43GtOW7SE9znKbxTvx+Z3E13rOLPVTFlIilpPlyVhFPaUsqi/FzVLOjCjuxffDC7A3ZVFkUqgz4pwNNrXlEZoiYw5FjAINWWssS3W27Dd1s0QbYx7GUFMrcs91dmYgMZdMxyXF+nCVsktgAjn+hjEs/Kj/VSoYg2CV892mvbvn3qG/TmFpc/DCmnuv6Ah31wbSIGirqgUGiZW38yaT/7OUfO+ngZHD0u4HaxixJoISvjYMra9OxtPJDJ8TSQHryXjaCcQHKXl2K0Ufp/k+0bJLcDUrdFM6OjOkGauJtHVeuUc+W2SLxM3RpGsMv4+da/rwrKB3nzycyQ1przgaaSGh2FqPhgfxJ6LSRycUTjNQsjeVmDpQG/WH01EpXlzqb+2NgKL+3vTb2U4/z41nT+eu5fCJz9F8vUAy+4QmSE6UUfgFQV7LiRxOzhrc9T8Rr7NXD/++GN+/tkgYT5gwACLN23z5s3ZPveBAweYPn06pUuXxssrZ0X0bys+aePO6LWRNCjviP/LdKQVf8TRubYzw1u6cexmMmf/U/JFV3f0Ing4S/l+pDcd54fTo75hpUkvgkJpeQKcWhua0/1gIGTmjjnSYSCDVk7JVATqWMdBJGhE0Jhvx1wfBJ2OOnt+MSK35uyKMopjHekw0KStrN4DmTyeQXOG4//krkE8S6PnaoN2VD9zMO06B00bzHdfrSM5Q5Q4t/fZw1GKXGkYeF0X10NzP46UX/4jfPYlJEWcEHcGoLTid+xoJ6FtNSd2nJbzWVvjvp24k4JSLfJVLy/6rQhnQT+Dyff9EDU2UsPD8NitZLafktO+euZiZrFJOm48U6HXi5T1s6OIV/aEk248UxGVoLOqOli/vCM+HlL+uZFMm5dS90OaueHlImXFgTjKFLbD0V5gYicPAgoY2r/7XMX6Iwn8eVVBnEJPtyWhfNzKMKhZEtXKCwxq6oYgCHRcGEKNkg7UKeuARguHriuITdLxy+eWV1Iz4voTJXN/jeFhmIaapRzQ6kTGb4iiYQVH5vXxtuhX+DrwnsO+e3g/Nr959KjnzOK9sRy4nESndGmQW0/KDQt1ndxpPS+URelsiJwcJKz5uCBt5oWy/3IS3eu+YVX7zMjW6xR9MifEhIB5FegM4ll5KTqV3qoovdBWevJ9rOVrtyoSBIHp+7qg1eiYXGsrDy6GMb7qJpoOqkincTWyfJ5e9V1oOusFX/X0NMkyBFgZGE+v+i4cuKxgWldPvuzuycWHSp5FanGyF1g/qiD9V0Vw4k6KSWTUGkRR5GaQmtA4La6OEmqWcsiWLkZGPI3UcP2pim3jLJcRVS5qT42SDuy5kET/xsb18h1rOtO+uhN9V4ZTUm9LeX97RrZyMyo3SlHr2XU2iQ1HE4hO1FHk4yc0qiBjeAtX2lSRvfYoadc6zohAt6VhfBBgR9MPHNHp4e9/kwmK0vDDxwVoXin7gnbRiTqmb4/m0LVkapd2QGYvcOWxCh93KXN6eb3RdOcszYwaNmxo8cM4deqU2e3FixdP+/9SpUrloGuW0alTJzp16sTo0aMJDAykS5cueXr+N4kG5R35vJ077eeHGP6t7sS+i0lsG+fDnF0x7Dor59sR3ni7vHogezhJ6dXAmd/OKnAAgwG9lfTb7KQoZ/eYhy068autxGoK8a+Tl3EtRzZCNmyZv97IBzd9OrKlth427kBGOY+spCi72Qp8suAT/J/cBQxkfdDKKdQ+d8jIlijgyV1GL/iEH5fvMorE5rbONy7j51TaA8eF9VAuuYL+hYIFDbZRcVp1XMua95trVcaHUW3d6bEklNqlHahR6hWh2nlazqCmrmw4msjjCA0f1XJGZi/hg4BXD+jOtZ2ZvSuGiHitRTIYEa81qDRfU1CpqB02UoGbz1TUKOnAjB6elC+StfrSq4+VNK0kMxFey4gWlWVcfaxMI7gAyUo9FfztGJWBxO88k8jcX2MZ3sKNo3P8OXhNwfn7KcQl6Wg26wVbx/lQtUT+iWcNbOJK97rOHLiUxH8haqQSgSmdPbJ0nam48CCFId+G81VPL7rWdUkb1OUpen76O54OC0L4Y0bhbC8ovMf/Bt6Pze8mnB0k7JrgS/dlYZz5T8mIFq6U8rVl7ZEEmn7gSPPZoQxt7mqSwiyVCHzW1o2f/k548wQ3M6RGdy1FVfPSTihViCljSjRYtjvKazsjvc581Dp4p7H6dGrU+A1YFdnYSllxfRCKBBVfNtnJ8U13OL7pDr1n16P2R6UzfX/xgra0qiLj058iWTuqkBHJlKfoOXhNgZ+nDRM7uadFReuUcaROmVfnGNbcjc0nE7NMcPddSmLJvjiSlHpK+9oRnagjLE7LiJZujO/gnqPa1mtPVDQs74ijnfUocqsqMq48VtG/sek+icQg/NSkoiP9GhnPMGOTdHT5OgxPZwlf9fJiw9EE2lR1QiLA7F0xBF5R8O2wAjlOFc8putVxpkN1Jw5cTuLGMxWCYHietMuhR210oo5Wc0NoW03GjW8C8HypB6TTi/xxRcHg7yL4fkQBo/na60SWCO7w4cON/g4PD2f9+vX072/ZVHratGlp///VV1/lsHumUKlUaZYIrq6uODq+O8XQWcWwFm5ULmbPun8SmLMrBo3O4KvVq4ELh2f64SwzfVjXLevA8v3xVH0D/c2Im407UP54oFkRqHu1mhpSmzOJEFtCios7Gxb8woAvh3Ghq6EG2D0q1CRKbNRWDpEdW6KzXQa/Nlsihyk10McoUS2/xp1FVwGos6E5gpmHZUV/e74dUZD+K8NoX8OZXvVd8HaRcOe5ihcxGmKS9Oyc6Gt2NVZmL8Hf24bweJ1Zghsep6XjwhA61HDmwtcBaenAySo9O07L6fZ1KNsn+FKleOYkUhTJkp2PRBBMFJULutvwNNI4beryIyXzf4vlwLTCaUqNz6M1lPOzY0oXT5p8IGPg6nBOL/DH3Sl3n1tEvJaIeB3OjhKKF7QxIhwyewm9G1pXS7UEnV7k858jWT2sIC2rGA8QLo4SJn3kiY1EYNqWaLaM883VNeQU7yO4bxbvx+Z3F1WK23NybhHWHkmgzfxQ4pJ0aPVQ2teWH0cWtBj5aFzRkdHrol5zb3OIYr0NBM+c6JNfx7y1EbL3NERGMwoxva723yGrIic3e1ZcH0RkUAKLOu9j5+xz7Jx9js/WtqZUDeuCkquGFmDwtxE0nvmCka3cqF/WAbVOZMuJRFLUIh/VcmaoFYXw8kXsCInJ2vxvzV/xrDmcwIqhBWha0TGNEP73Qs3UrdHcfKZi4+hCWV4wToUoilkauySCYW5iCT7uNjyJML2WEWsiqVvWgUX9DFkss3bEULKQLfXKOdK5ljPdlobxzR/xTPrIfHAip9DpRR6FaVBqRIp42aTNydLD3lagRz0XetTL/QLZrJ0xtKoiY0FfYz0dqUSgcy1nCnva0Gt5GHdXFc10MSE/kCWCO2iQqYhBt27dGDJkCLNmzcpSQ0FBQdy4cYOkJOP60r59+1p9n0ajoW3btty4cYPWrVvTqFEjjh0zEKfSpUvTqlWrLLWfHskqPYFXFDyJ0GBvY6jv+7DY2+X7VLOUAzVLOXAn2J0RP0RwbvEr4+5YhWldn1YvInlLCsMrnwyk0pUTZveVu3ScyicDOVO7TY7Pn+LizvKF23FxsqfyyUDKXTputa3ckNzU92YWkc5KG+aEpKxttwaJlwMf/NiUyJ0PiDwRwoWhRynWrwy+LU0N3ptXduLkfH+2nZIzdUsU8hQ98Qo9jSs68mUPL7PkFgyDQFySHmcH89+raVuj6VbXhakZFBVl9hKGtXCjoJuUT36M5Nwi/0xXKqsUt+fnfxLQ60Wrx564k2wicNGwvCPj1mu581xFxZcpQj++9JNOJbdKtZ7fz8kJ/NJgc9W2mhP7LyWx64ycka3drfbNEs7fT2FVoMHY3s/Thhi5Dk8XKSNbudG7gUuuU5CO3kzG21VqQm7T4+NWblSdEE9wlCYtLfu14u145Py/xf/a2JxdyFP07LuURFCUFkc7gTZVZWnPgHcBfl42zO7lxexeXqSo9BQe8ZSNn/tgayX9UqfL2mLgW4FnL6OX5hDyh2F/XpPc9JHR191+fkWt80m0qmBRN1ZcH8TDS2H8MPJvvh/xFwDT93ehQIB5kupoJ2HHeB9O3Elh/dFEVv0Zj1QC1YrbI7MTmNrFw+rYFyM3LAZnhodhapbuj+PE3CIm6uHli9jx2yRfOiwMZctJeaa2XBnxYTF7pm6NQaURrVrvHLuVQssPLaft9m7gTNclYUzt4pH2m73zXMXtYBU7x/sgCAKXHymRp+ipU8aw0O/kIOHbYQVouyCU0e3cc2z9kx4arciavxJYdyQBBEOGyPNoLS0qy5j8kXu+ODXEJhlqbq8tM51zpqJWKQeql3Bg93nTNO/XgRwXb/n5+XHz5s0sHbto0SLmzZtHhQoVjFZ1BUHIdBC1tbXlyJEjRttyuuosiiLrjiSwfH8c1Us68GExexKSdQz7LpwCrlK++7igRdXTN4VSvnbEK3Q8CVdTIl3fMlpVHbuZQtUSduh5TTW4Fo6pfuYgPdPV4GZEqvBU8jg91xq0y3kfpVJKHzmQpbZS62azdf50+8/UbkP5GuYj0rdqNDGQdTPnSn8OmTyeUfNHcrzjoLS+iEDpIwdo+scmfvjyp2zX8Oqxo2DvMnh3Kcndsad4tu0Bz7Y9oPw3DZDKbBEBjc5wbzxdJIxu78bo9gZyuPlEImf/U1oktwDn7ytxshcoUciUOIXGajl7L4VvRxS0+P4ONZxY8UccJ++mZGr6Xq2EPc4OAn9eVZhI86fiyiMlTyM0JukutjYCn7dzZ+y6SH6bXBh7W4Gjt5JZOczQN61OZOLGKBqUlxldS//Grsz9NSZHBHf3eTlf7Yzhyx6e/DLaB0c7CXq9yOn/UpizK4Ybz1Qs6p9zwQaAM/+l0K6a9dQemb2EJh/IOP9A+WYI7nu8dXgXx+bsQhRFlh+IZ/XBeBqWd+SDAEPqYrclYZQoZMtPnxRM07B4V+BoL6F6SXv++jeZDjUs/+4PXVdQ+zX6kucYmYk+pabwQt5HUt9k+3kdtc6mPVBOULqWLyuuD+LCngfsmneehR/tBWDByd7IXE3JkUQi0KySjGYZajZbzgnhr3+TaW9GHTwVO8/I6WhlfyrWH01kUGNXE3KbCjsbA5metTOGQU2yt6Bc2teOCkXs2H7ash/1/RA1Z++n8POnluc4Ff3tqVrcnkmbolkxxBuJROC3c0n0a+iCrY1AdKKOz9dFMqGTh9HCfenCdpTyseXEnWRaW1nAzgo0WpE+K8LR6kV++bxQmrZHvELH1pNy2i8MZdtYH+qVy9uMmiuPlVQpbo+3q/UFlk41nTj1X8rbS3A3bNhg9HdycjJ79uyhTp06WWpk+fLlXLlyhQoVKmS/h3mIb/+M57dzcg5+6WdEFmf29GLLiUQ6Lw4lcIYfRa1MFLU6kX9uJHPqTjJqHZTysaVnfRezqQB5AXtbgT4NXVkZGM+qYQUQBAGJYLyCGx6v5cClZPZMLcTWlSAVBFwdLF9DXIomX2pwBZ2OFoGbjQinXiLhXq2mRjWrEr2eZn9s4nHT9tmy2EkPuUKV5bZaBG7mUYa2slMfW/lkIJUum48SV7p8nAYXD5uN4Kb3Ex46bwR+j+4waOUUHG0l3GzcgdJHDqQJVY2dO5wNCzca2RllZkN0IzQ5rY+OC+uhvRaJ5vdH/DfhDJKKnpSa5YyrvflrrFIclu9P4eSd5DRv2fRIVumZ92sMw1u6mR04zvyXQuOKjjhbUUIUBIFONZ05cTs5U4IrCAIL+3szeHU49rYGL9707V56qGTod+F8PdDbbHRjREs3QmO1NP/qBT3rO+NgK5CYrOfwdQVr/0nATSZh4xjj1KsiXjbEJGZfPfN5tIYZ26LZN82Pcn6vniMSiUDjijL2T3Ogw4IQDlxW8FGtrAtpZIRWR5ZWd+1tBXS6N6PQKGQawv3fMY1/G/G/MjZnF3N+jeX47RTOLihiRGTn9fHi+0PxtJ0fypGv/LLsex2bpGPnGTn3QzTY2EDjCo45rkvLDYY3d2NFYBytq8jMPueSVXq+OxTP3GwqsL92mBN9EiQGgpe+HlXUG44L6JG3Kbtvsv1nO+HFAfP7XhzIXtQ4O6JVtm65jvLW6VqGOl3LsG/ZZU5uu8uMxgYl6GWXBiC1zTzq+mlrN+b+FkP9cg5mS38uPVISeFXB5a8zV1g/fjuZn0YWsnpMk4qOBEdpiZHrMyVaGbGgrxcffR2Ki6NAtzrORvONm0Eq+q4IZ34fL6tzHICfPylE72/CaDk3hE9buxEcpaGsnx3fHIjj538S6N/YlUFNTNOB/b1tiM7B/CMjVgTGIwK/T/I1el65O0n5vJ075f3tGPhtBLdWBORpmrBWm/X5iTYPRcqzgyxd7ZYtW4xehw8fpl69emzfvj1LjXh5eVGsWLHc9DPXCI/T8u3BeH6bXNiI3IIhX3xwMzcGN3Vl8R7LEu6XHiqpPSWY1X/G4e9tS6UAO+48V1Hni2CW7os1qQ3MK4xp786NZypm7YghMdnwTZGn6Nl0XE6buWE0+dLgObb7vCJf2s8qRKmUjfPWEVKqIvAqfXfrrDX8OnkZ+peejSGlKvLDlz/lqmY1O21tnLfOaluWLIQEnc5gS7RkIhILn61EFOm5ZKKJhVD6cwyeORy/R3cMx6ezTkqvNu33+C6jxnU36kt2bYhsqhXEYUFdAPR3YtnX6w/iniWYPVZmL+GnTwry6Y8RrA6MI0ZuaFevFzl6U0HnxaGU8bNjYBPzq24arWg1+psKRzvBklC2CWqXdmTD5z58tTOGprNesPD3GL7eG0v7+SGMXBPBkoEFLCo6C4LA7N7erB1ViKeRWuKS9LSd94Lfz8kZ39GDnRN9ccrQ35AYLZ45WJjaciKRHvVcjMhterg4Spjc2cOQLpQLlClsy8WH1m2N9HqRSw+VODtImLUjmmoTgyj56VPqTQ1m5R9xuWo/PzF+/HgaNmzI2LFjTfalpKTg4+NjEh18D1P8L4zN2cWjcDWbTyayZ4qvSZTWRiowtoMHH9VyYumBzL//hkhwHFUmBHPtiYpKRe0oXtCW7w8lUGl8EKfvpuTXZZhFj3rOeLtIGbA6nLB0VmBBURrG/xJF8U+f8SxSy9d749hwNHfPl3xFquiTRzXD36mpuY32Gf4VXj6LPaoZjsvretT8at+SnVDq9mc7LYtagWH7ub6mFkKWzplVq6VjLeHvunlmTdR5Uk1WXB9EyeoGgjmp1hYWdd2X6Ry3S20nmn0go828UP68qkD7cuE1XqHj+8Px9Foexk+fFKSAW+YLT2otONlbJ1ASiYCDnZAjC55KRe3ZPbkwyw/EU2PKc2bvimHh7lg6LAyh25IwZnT3ZEAWoo6uMgkHphVmTDt3tpyUc/jfZL49lMCjcA07JvjyZXdPs0GCFzHaXAfGNFqR9UcTmNvb0+JiXPNKhhLMPReSzO7PKcr42XLtiSrTe3/hgTJtrnThQQpDv4+g5KhnBHz8lGZfvWDLyUSUakvWXrmDIOYXK0uHQ4cOsW3bNsaNG0fBgsbh/oAAy/nbOUF60197p1e1esv3x/IiRsvwlm5IBChRyM5k9SFeoaPm5GD+nOGHi0yCl4s0TSXuVpCKnstCzQq+RMRr6b8ynOaVZEzNJzPnuCQd07ZGc/RmMh8Wt+PKQxV2tob4ybAWLtQta8+eC8k4rDlM1Gf1KF7E8oMhuxFcczWi1qKLjvJ4IxGoVFQ+GUj9vRvZOG8dEbbOuYoip4+ODp45nLNdBhu1VfrIAVoEbmbjvHVGUdFsvf+PTUi1ago/vZ+2XS8I3KvdjHIXjxmR3pCSFfhh5W6zUeLMvHvTn/vXKcu52biD0XtCSlVkw4JfTK7D2j3ShySh+t6QpiixkdDvt04mD9lSPs48Cdfy3cF4Dl5TGHxzU/T4edkwvIX1OtIL91OYtCmK0wusm4KPXBNBrdIODLNiDG/S95epvpcfKdHrDQNRyw9l2YqmDP0unEYVHBnczHK7o36KoHIxez7JZopy4y+fs3JoAasKzFqdSOnPnnJ9edEci1jJU/RUmxjEkTlFLGaV/P2vgqlboklR6enbyJXeDVwo4CblSYSGzccT+br3q/SyjCboOUX6Z+yTBOuLHCXcXn3nU9u/du0aa9asYe3atXz66acMHTqUmjVrph337bffcuDAAb744gtatGiRJ31+D/N4U2Nzbr6L07dFk6wSGdLMFR93qVkBvNBYLXWmPefuqqKoNCIqjYiXi9RkzF+6P459F5P4bZKvid/30VvJDP8hgl8n+lKz1OtLCVZrRWbvimHrKTl1yzig1Iic+S8FiQR61XNhcmcPHoRqWH80Ad8tfzPmr74UL5iP6di5qf98Dem1r639zM7VOBCOt3lFSAEQoEinlxHddFNtj2rQ+lLm9y9Tb18ACTgFgOKZcY1v+vd6VMuxNZFeLzKt/nbUL8ulanQoSb95DSweL4oiuy8k8ePfCTwI1eAukxAj19GqihPjOrhnWe+m5/IwPqrpZKJQnB5BURoaz3zBg++K5dg2SBRFzt9Xcvq/FLR6qFDEjvbVnXJ8vtvBKrovDeP2yqIW5ywPw9S0mRfK3VVFc1WDe+WxktHroji/yHpEfNdZOYFXFGwZa11ALLvouDCU3g2cLX5G0Yk6qk0K5sLiIqz9J5FfzyUxqq0bnWs642BnqE9e81cCcUk69n5ROEeE39q4kiWCe/fuXU6fPk1sbCyenp40bNgwWylN+/fvZ8SIEURHRxs3LghZNqTPKswR3Ih4Le3nhxAt1xHgbYNObyCMfRq6Mqa9O25OUnR6ke2n5MzcEY2AoRBcqxPpWd+FT9u4M259JO1rOFuMaEUn6qg3LZhT8/2znBaVEzwMVdNufgjNKjnQtpqMhhUcjH5EixvvYHu1+nRrCV7u5s+RHYKbUwIpV6hwcTJ9kKWS5dxa6KTfn10Cnrq/kCbJyHIoVSwqPblU2ztgp3oVRbNIcEtV5IcVv1tMg84yyTWTZg3wvEzlbNsQtS7pxeUllwi5GgFAw0k1Kd6gSNr+Uj7O2EoNBCVJqScyQYfMTqCQuzTTehZRFGkw/TkL+3ubTXEGwySz0YznXF0WgFsulYqzi0sPlQz7Ppx9Uwubrav/67qCiRsNBN3DOXt9qzk5iF2TCputTU6PD8Y+45/ZRfDNxfPgx7/i2XoykR0TTKNVVx8r6ftNGDo97J1amEpFTX9vKkXekIr0SP+MfZYJwS1mhuD+8MMPeHt707NnT3bv3k1ISAhjxowBQK1WM2TIEEqXLk2DBg3eE9xM8K6OzTn5LoqiyPbTciZtisbORsDPy4YXMVpqlnJgYkd3oxozURSpOC4YF0eBkBgdMnsBpVqkR31nRrd1p1hB27TJ18Wv/S3+RreflrPtVCJ/zvDL/gXnEonJetb8Fc+qP+P5orMHw1u44ZQhXXJ81U2caN6U8wuL4JAfKqV5QRDzSSApy8iL9tOnClsike5VAT3E30j3xlwSXLBOcgUJOBWHpMfG2zKmYgN41cqVNZEqWcPU+q8yQzqNr07TgR9YfU9kghZ5ikgBVymusux9Pw9dU7B4bxzH5vhZVEmesT0avR4W9fc2u/9NocvXoZQvYseCvl4mc6lklZ7uS8NoWknG5FyqKJ++m8LCPbEc+tL68+nwdQU//5PAnimFc9VeRlx5rKTn8jDWjypkUoYWlaCl5zfhNK3oSNECtqz5K4E/Z5iSWFEUmbUzlmtPlAROL5xt3ZIcE1xRFBk2bBibNm2iSJEiFC5cmJCQEEJDQxkwYAAbNmzIUmf8/PyYM2cOvXv3NrEOkOaxtUpGghscpaHz4lBspfBZW3cGNjXcgCfhalYGxnPjmYrfJvvyxeZoohJ1JCbrmN/Xm0YVZTyL1LDyjzj2XpSj0oCDHXi72NC1jjODmrrh52U8KE7ZHIWPuw0TOuWt9Hd6/Px3POcfpPDNEPM1OEua7OBOn3rEyqFBdfMTFE0mEukiBnFUmTyez+cMJ+DJXfQSCZvGLeFqg3ZUP3MwLb02uEQFvvtqnVmBpKy08ab2o9MxaXpfij28lbZJL5Fwq0YTKl05YUQuMzuXXpCwafwSs0JW6d83YvHnZoWqMj2/RMKmMYu52si4zjez93WvUAhBr0OdrOPg8L/Stnfc0g6pFKqV8EJq5fcrCFj9fR++rmDKpih2TvQ1UemLTNDSe3kYnWo6M65j/v0erGHH6UTm/xbLiJZu9GrgQgFXKY/CNWw6lsCBywq2jPOhWg58cLt9HcrgZq4WxbDAUBLRYPpz7qwulqsVWlEUDTYJf8TR4kMZ9cs5otGJHL6m4GaQirJ+drSoLOPzdubvcb4T3MRMCK6rKcFduHAh1apVo02bNhw5coRz586lKf7+/PPP+Pv7c/HixfcE1wre9bE5u99FURSZvDmaCw+U6EVY0MeLppVkpKj17LmQxOxdsSzs50WPei7o9SKfr4vi9/NJzO7lychWbkglAiExWtYfTeCX44m0qerEn1cUJKn0FPawoUddZ4Y2dzVZRFJrRSqODeLPGYUpU/j1C1D2XxVOk4qOJsrxqRhfdRNPe7ekd30XejfIY1/crJC6XEQG3xnodYY035hLr7ZZIpHOJSHpKZBJxLVeNpWUT3U2L1pV5CMI6J15lDevPH/1OuKjlMxp83vapqHfNKVSY788X6zQ6UU6LQqlpI8t3wwuYBIN3XYqkbm/xXJsdhGTufibRoxcR5evQyngZsPnbd2oX84RlcbgDbv6z3iqFLfnhxG598F9Fqmh+ewQ/ltd1GrEedn+OEJitawYUiBX7ZnD6bspDF8TQclCtnxUyxlHO4FLD5Xsv6zg45ZuTOviTo0vXvDTyILULmN+vqXXi1SdFMy6UYWynS1jbVyxOjv5+eefOXHiBBcuXCAoKIjz588THBzM+fPnOX36ND/99FOWOqDVahkyZAjOzs5IpVKjV37j058i+biVG/0auXLtiSptewkfO1YNK0Djio50XxKKQqVn7ahChMbq0iIhzyI1/PWvgpI+dtjZCPz7TTE2j/UhWSXScvZzzvxnXJ9Tt4wD/71QkZ/49aycPg2dsZEIZl8AFUvCsxcCTnY2uDiYvgTA1cHG4ksA3GwFRi/4hIAndwFD7eiglVMYtWS0Ue1owJO7jF7wCW62gsk5MmvjTe5HKuVC1yFptbqp1/jhpWMmwlXnOw4wOi499BIJv05ZxsMWnaz2ocHFwxatk0RBQG9hMqqXSLjQvh8tDm6lkCYpW9d48OJ9SnzUnJjfduC4sB42bYoC8MeAgwT1mE/Y0xDiktUWX5nldrSp6sTs3l50XhzKsO/C+e2cnH0Xk5i0MYr6057TtpoTYzu4Wz9JPqJPQ1d2TfIlKEpDoxnPKTL8Cb2Xh+Iqk3BkTpEckVuAvo1c+OVYgtV6pM0nEulSxznXFgCCIDCqrTuXlgRQpZg9Vx4puR2komtdFy5+HcC/T1X0tZLC9TbCzc2NxMREABITE3F3dwcM48Rff/1F27Zt32Dv3g38L4zN2cHeiwrO/Kfk4Aw/WlaW8c/NZMBgWdKvkSsHphVm0uZogqM1rDuayM0gFY52AoObuqZFf/y8bGhUwRGNVmTfxSRql7Hn6/7e/DrRhxSNSKOZLzhxO9moXTsbgVqlHfjvhak1X34jXqHj+K1ketW3TlyHNHVlxxl53jaenfrPE20t16b+LyDV31ZINwdI9bfNKGJVeb6BvAoWptZCDshtZlZHYCCvFqfzgiHK65tL2y5VLPxTD/fk/ay4PogJ2wwL7hsmHGd89a2E3HycyQmyB6lEYMd4X8LidHw4IZgl++LYezGJtf8k0PSrFyw7EM/+qYXfOnIL4OUi5fBMP9pXkzFzRww+w55QctQzfj0nZ1YPT9Z8nHtyC1CsoC3li9iy96Ll+lqNVmTj8UQGNM7jBbCXaFjBkdsrijK8hRt3n6s5f19JSR9bri71Z2YPT649U2NvC7VKW05Nl0gEBjZxZefZvH2OWSW4W7ZsYfXq1Ub1UQA1a9Zk5cqVbNmyJUuNTJo0icWLF+ebCJMl3HimIixOy4iWbvRp5ELgFQXBUZq0/YJgEKS4H6JhXAcPNhxNoG01JzycpTyL1DDqpwh++dyHL7t7YiM12JRU8Ldnfj9vfh7lw8c/hPM8+tX5VFox24bT2UV4vI5iBa3/oGWOhuibWmP1MKsQpVLOdhlsQgArXDhqQgDPdhmcK8GoN4WbjTsYCVJlRGracuCnM7lXq6nZY+7VapqpB25m6ckSUUSw8NsILVmBOn9uw//BTYbOGJJlwSlHeTxjZg3B/+GtNBEs20Z+1GplEJu4bluNNX2OkXg/JEvns4SudVy4uqwo9cs7cuRGMoFXkijsacOZhf5M7mxeXOF14oMAe1YMLcjDH4oTtqEE/35TjGndvHKVNtyhhjOxSXqW7osz+0w7elPBxmMJfNrGPRc9N4aHs5SRrd1ZOawgy4cUpFd9FzQ6wwTcM5sp1m8adevW5ejRowAcOXIkTfE3IiKC4OBg2rRpw9atW5k2bRpxcW+vUNabxLs+NmcXP/2dwLSuHrjKJAxp5sr203Ii4l+JMJUvYkevei78cjSRHw4nULSALb0buBgJ4QVFaRj6QwQ7J/hSu4wDSUoRqQQq+NuzuL83W8f6MPSHCJ5FGg+cKo342tWUAaLlOrxcpbhk4hlayteW8PgsKvllFdkhdWXHv55U4zeJYr2NxakyIn2EtFhvQ3TXHLJrE5RVqyNtEthaIjCiIYX5WMtsi02lITWaH3PJ0N6VMfhX8GLFXnuGdP4OgGWDzjC+6iYSopIzOVnW4SqT8NskX7aN8yEqUcfuC0lce6JiSmcPrizxtyj0+DZAZi9haHM3zizwJ2ZjCSJ/KcG+LwrTrrpTns6LpnbxZMb2GG4GmQbXNFqRUWsj+SDALscL+lmBrY1A1zrOrBpWgDUjCzK+owcFXwqJRSXoKFrANtNrLlrAhuiEvF0oszrLu3v3Lo0bNza7r3HjxgwYMCBLjaxevZrw8HAWLlyIl5dxam1wcHAWu5p9/HVdQZfazkglAgVcbZja1ZPuS0NZ/5lPWpT23gs1bjKBdUcS+Pepij9f5rKvP5pA74au1CnrSFySDq0Ofj8np8WHBoGpBuUd6VbPhY3HEpnZ03BNB68q0vbnF9xkEqIT9Pi6Wz5GrTFYjNjkcmErlbhZImfp61bfVRhqbv+kwoWjJvtSyWvlk4GUu2TeJqjcpeNUPhlo8R4IOh31927M1M7I0k/f7+HttH1+j+4weOZwk1pcc20OnT4YvyCDONYrpec/KXfxGH1EkYfO5fmh1Bf8/MlpPANcGLqpvcXzZQYXR8ODfGjzvEmBzS/k1aBibyuwa6Iv/VaEcfRmMoOaulLK1+DDueusnMuPUuhez4XJG6OQK/X4etjQp6ELLT+U5XgBTBRFbgapeRyuxt5WoG5Zg0WTSiMiT9FnOgnOL2RuE2SKatWq4eDgQMOGDalSpQoBAQEsWLCAGTNmcPnyZQBmz55NgwYN8PB4M+ntbzve9bE5O4hX6LgZpErzhC5W0JZRbdzptDiUzaN9KPtyktuzvjPDfoggLknP3RdqVg8zTsdb+08CfRu40KC8I6FxBnG9wKuKtOdW/XKO9G3gwrojCczva6jpi1PouPhQyQ8f531qX2Zwc5QQn6RHoxXNWgalIiJeh6tjPhDMVCJmrf4zL9Je3xVk1d82s4hrVm2CsmN1dOVz0GeSPZgabc9uHW7GaD7Ag28h+hzEXadyaT0rJg/myIX2/Hm6B7Nb/QbA1+f6YeeYN9HVKsXtqVI8a+JUbyPyc6G/QXlHlg/ypuOiUNpWdaJbHWdcHAWuPVGx/mgixQvaMr2bB5M2RXH9qeE7UqOkA8Oau+Zp2UVQlIZrT1SIInxYzJ6SPoZyDw8nCWGxmS/Ahcfpsq2Hkhms1uC6ubkZ5Tdnd38qTp48aXGfpUE6p0jfn8WBWjycJYxp/2qStON0Igt3x1KsoC1Vi9tzP0TNyTsplChky6+TfSniZfhQKox5RuAMvzQhmc6LQ4iI03L+66Jp53oQqqbH0lBurCjGzWcqeiwN5do3RU3sSPISi/fEEp2oYWZP8zUvixtv5/HgejwNheZ1c1eDmwpLtaM3ajVj7dTvsnSOt3V/+nrijNBLJJxq04dGh3dYFYdKX59srg1LtczVzhxk8IrJFi2IMmvH0jUKOh2zRrejQPjzTM+5qNISIqUG9dT2CxtSpNor3zl/DxmZ8bE3HaF9k9DpRY7eTGbnGTlhcVpcHCVUKGLHrjOJNKggo0c9gz/2w1A1m44notGJbBvva1b11RqO3Uxmwe4YEpP1VCluj0IpcvmRknbVnYhN0tH0A5nFxYX8rsENSrQ+IBV1ffUMyqv23+PdH5uz810Ii9PS6MsXPPy+WNo2URT56Z9Elu6Lo0IROyoVteNFjJb9lxW4ySRc/trf5HdW+rNnHPyyMKV97Th2K5nl++P4L1TNzgm+1HpZ9/UwTE27+aFpbc39LYZnkVo2fGbdjzO/0G5+CB+3cqOzBT/t8VU3kTiiDdVL2DMqDzNGjGCt/rPRvvxp821EZmJPdbcZ/j8v62GzUgftVBwUT7NwAQLU256zBYmn21/58GaCzX/P4PqN0gA4utgx/0TvPEnHfQ/riJHr2HoykX9uJqPUiJQoZMvgJq4EXk3it3MKBjdzpXklR0QR/rmRzKYTcgY2dmFWz9xl2j0MUzNjewyXHippUN4RATh3X8kHAXYs7OdF2cJ2VBofxK6JvlQ2I4QJhud5nWnPWTawAA0rOJo9xhKsjStWZ1oajYbjx49bTF/SarOWFpPXA2VWUcTLhsuPjH0k+zR0pXtdF47cTOZJhAapRODMvRRm9vRMI7eiKBIj11G0wKvbU6W4PVuD1cz/LYYx7d1xlUkJ8LYhKkHH3/8qmPBLFOM7evA4TEPRAjb5pho7sIkrzWY9p3NtZ6qVMP9luXJHoE19cLWgIhyfpDSrcJyKjOq/lmpHK105QYOLh81GL/NSJTm/9je4eJieFsgtGFKyGx/cZkQizUVfJXo9LQI386hpe/Mqxw7ebFq0MU2N+mHjDrgC1+u2ptP21XiHv4qUWCKtIvDbxCU8bNoJ14znN4ENRweNt+rfCwZF6OLtbEioXA3V0mv8Of00AA7z6iJIBT6rVxRXe8v38E2k7b1NkEoEWlVxotVL27AHoWo+WhTCT6N8aFThlaJg9ZIOdKrlxKRN0XRYEMLG0T5UDMjaavSBS0lM3xbNN0MK0KKyLG2iECPXsXx/HOfupXD9iYqmlWT5axViAf+P1zfeKN71sTk78HSWotSIhMVp00oLBEHgk1ZuDGnqyqHrCoIiNSQm66lU1I6wWJ3ZtP1ouY5iL+22HoZp8PO2YXR7d/p8E87KId60q+5EsQK2L8Um9aw+GM9v55LYPq4Q15+qcLIXKO2beapdXuKztu7M2B5Dg3KOeLuan1OcuJ3CskEvVWTzWrE4r6KR7zqykip8ri84l8haxPX+CgjokflnYu9pEPHKqGSd+u+9b0DUZY3gOpcwtJkTFO8LMRcMkVtrECQMnP0BA4r2YlHnfUQFJzKx+mbK1i3MJz+0zFnb75EleLlIGdvBg7EdXgX0luyL4/wDFZeW+OORjpPULevIqDZutJ4bQkSCjv6NXKhZysFqpog5PAhV035BKGM7uLPx80JpJSEqjcjWU4l0XBTK3imF+ayNOxM3RrPvC18TJXiAbw8mYG8j0KB83qZRW43gFitWLNOH+dOn5n9Yq1evZuTIkdjbW57IqVQqfvrppzSLiLxAejafLDpTa0owZxaaruam4k6wipazX7B1vA/NKr1KLy772VOOzi1CES9bNFqRmlOCWDWsINtPyTl2K5l65RzR6UWO3EjGy1WKRivi/dJn70WMljZVnZjwkUe+TDoDLxusEoY1d6VXA2e8XaUolHr2XVLwZPoBHg6sR70iCQyYOYzznYdwq8krAlrpRCC19mxgy/z1Zu19IHv+rZbSlN8GAmttv1yhYsqMfvg/uJm2zZJFj9reETtVikUroaz61Ga0M0qzKpo+GL/HhuhuaInyFHl0x6S/92o0YvPcddm6xtJHDjD4m0kWCfPGCQZxrLTr/PMpurNhANi0Kcq4qfUyJbj/nyO4GTF2fSQlCtkaDTBKtaFWd/tpQ6rQozANggAlfGyZ0sXTRFo/PRKTddSYHMyeLwrzgQVCPGljFI/D1TwM0/BZW3d6N3DBw1lKcJSGzScSmdzu1eeXHxHc53LrEzR/l/cR3PzAuz42Z/e7MG5DFAXdpEy34DMviiIdF4UysIkrvxxL5OOWbnSpbRz1LDHqKcfnFCHA24a6017w9QAvGleUcfJOMrN2xhKXpKOCvx1HbiYjs5fwYVF7JBKR60/VFPW2IU6hx95WYGQrN4Y3d31tUalFe2LZcUbOF5096FrHGUc7CSExWn45nkjMgj/osaOnwSIprz1ns+LB+v8hTTk7Ksoe1Qz/5rXytLWFC03CqyivJdi6QacnuVe7PlwDYq+a32fmu6DV6Jhca2va380Gf0DHsdVz14f3yBLkKXoqjgvi3EJ/imQQ4vr9vJxl++ORK/WEx2kpX8SOqEQdI1u6MbaDe5ZLqVrNDaFnPWeLKu+/npOz4o94zsz3Y+yGaK4+UTG+ozsf1XTGzgauP1Wx5q8ELj9S8cc0UyvErCDHEdxnz55lu7FUhIeHU6pUKdq1a0fjxo0pW7YsLi4uyOVyHjx4wIkTJzh06BADBw7McRuZwcNZytDmrgz7PoLt431wlRk/IMLjtIz8MYJeDVz4YnM0+6bapymyda7tzPZTciZ+5MEXm6P4wN+exhVlNK4oIyJey/n7SnaeScRNJqFOaXumdPFKqwWKkevYeCyBDvND2DXJ1+LkNKdoWsmRHRMKseGonMZfhmAjFVBqRBpXdMAfqOMXz6DpBn9Xv6UTAbjVpAOVTgTSfelEJHo9Q2cMMUvKUpHV2lGJXk/9vRu51aBtvgpNmfO6tbY9M4hSKRvnrcvUBzekVEW2T1tJ768nGnkB32zcgRSNPs0LWCkzL/CQvn/m+pni4s6GhYbo7vOyH1Lnz21mz1Pm2hmrtb55Abv2xRFbFUX51QW0h4NYdjiILw71wMk9/8QJ3nbcfKbi4DUFCqWewp42dKvrnCaekIrEZB2XHynZdzGJwzNf+dEp1Xr6fBOGh7OUgzOLULygLfsuJrHtVAKDm7kxZl0ks3t50bqqEwevKgiJ0eLsKNDyQyeKFbTlt3NJNK7oaPH5cfe5CkGAS4+UtPzQieO3klm0OxadXsTJQULPevmjmmiE9+sbbwTv+ticXXzezo1Wc0OoUcqeVhl0LkRRZPHeOGLkej6q6Yyns5TPXgqrlPZ9VWPWrY4Lm08kotKIuMokNHqZCte4ooyT82T8+1TF4r2xNKzgSLfazszaFcOsHl7sGO+MzF6CKIpceKDkq12xXHqo5OdPCr4Wkjutqyc1Sjrw498JjPslGkc7AVGEHvUMBD6N3KaSnNRU0ozE6ljLrBOr7NR/ZjUamV/Ib59didSwOJBVyySwHHFNv9CQnX5bug6J9FWU969akPQEI7/dVGgSIezv3C1EPNsJcdct7/eoZnJ+G1spK64PQhGv5Mumuzi28TbHNt6mz5z61OpUKud9+X+GR+Fq9lxQEJukw9tFSre6zhaDZ88iNTyJ0HDqTjJ1yziYkNvVf8az/mgCq4YaXGS6LQ2jTwMXKvjb8cWWaG4Fq1k/yvBsexSu5q9/k0lRifh729CxhlNalPZWkIrgKA2Dm1p2cahazJ7QWC3dl4VTrKAN7avL2HJCzsgfIxEE8PO0YUhTV5YM9DaKMOcVrEZwc4vo6Gg2btzIoUOHuHXrFvHx8Xh4eFC5cmXatWvHwIEDTYQtcouMPrh6vciMbdEEXlUwoLErjSo6otPB3zcU7Doj55PW7ozr6MGPf8WzOjCO/o0N/pYR8VpGrInAz8OGgu5SNo3xNRJy+fepkk4LQ2layZGNo33MrqbvuSDn671xnF/kn6cDoUKpTXuEaXQiSSl6ZPYS7G0FFjTcxoTkb0wik3dqNKXiFePI5LPSlVi+cLsJ8XrbfHBl8nhGzR/J8Y6DjOpPa5w5SNM/NvHDlz/luH1z5waoduYgzf7YxJrpP6Bw8zIh0oJOh14qRaLT4Zgst3oOc/3L2McapwIZuHpqtmp9rV1j9TMHGZRJfa9eENg0fqlJ7TCAcCcGm90G2f/itXzpvqSJyTEeMlsrPXgFhUrPrSAVGp1IaV+7XCkYvy6ExGj55KcIQmK0dK1jmDTfD1Vz8KqCHvVcmNPbi3iFjnEbojhxOxmRl8JuUqhW3J7lQwrw59Vk/n2qZONon7Tf//0QNUO+Defc4gDuPlfRem4I9rZQt4wjZf3siEvS8edVBbVKO6DTQ496LnTOEIlKTNYx6qdIbgap6NPQhb0Xk2hQ3pHz95W4OAj89KkPxQraIAhCvtfgPk/KJILr/D6C+zbiTY/NOfkuXHyopP/KcGqVdqBvQxe8XQ317euPJaLVivw2yRefl8+WLScTmbkjhr4NXehe1xkXRwmHryv4alcspXxsOfSlH14uxt/df5+q6LIklF0TfOmxPIw9k32pXtJ0cU+p1tNhUSh9Grgw7DUL66Wo9SSrRNxkEmykAuOrbmLF1f5ZjzB61cq6yNC74IOb11Hr3LZl62a4txlJaurfqf/mR7T9XF/MkttU5CbanpVoPkCZ0VBjtcXdkc8SWNRlX9rfn69rTcnqPtnvjxlExGu5F6JGKhGoVNQON9kbWnDJQyQk6xj1cxTnH6TQo64L/l42BEVr+f28nEblHfluRME0XnLqTjKTNkXzKEKDAOhFw+ysb0MXlgz0RmYv4e5zFR0XhXFq3ivv4Jk7YvBwkjChkwdKtZ62C0LpUdeZo7dSuP5USacazrg7SbgVrObqYyXjO7gzpr07P/6dwINQjVlvXaVaz+j1URy9lUxRb1t8PaTULevIzjNy1FqRzaMLUdLXzqp3b5bvkZVxJV8J7ptARoKbiv9eqNh0PJFbQWokEqhZyoGBTVwplm4VJFUM5uSdZNQ6cHEQeBqp5ZPWbgxo7IqPhw1hcVq2nkxk/ZEElGqRC18HpA2qGSGKIq3mhDC1qwfNK+edunKKRmeRVsypt5W6rWPpnsPUYjBOfXWUx6fVjqY/tvSRA2nRS3NR4LxKMXaUx5uNspY+ciCNZJtLEc5O++aiwIlKLT7KBAbNHmly7ZVPBlJ/70a+nfEjLg42WYoCW0thFnQ6PpnYy2RR4laNJlS6csLoc3xepnKairKlaxR0OsaPaG1U22sJ0T4BrFj7l9noskKpQbLoKmgM7Tt8Xhmp3yuyNaZBcVyspDAnJOv4em8cu8/LKeVri72NwN3namqXcWBqV08q+L+dqojRiTraznvBwKaujGpjnK4Tr9Axck0ETg4CJ24nI5VIGN3enSYVHem8OJQZ3T1Y+UcCsUk63GQSfp1snF588WEKM7ZGc2SOPzO3R/P7OTl9G7mmKbGDYRK7dF8cvxxNYOkgb7rXe7VCqtGKdFsSSunCdizu722Q5/86hHEdPWhY3pHvDsWz9aScwzP98HCW5jvBfZFkfbGiiPOrWtD3BPf/N3JLcAGSlHp+O5fEvktJyFMMWRX9GrrQqoqpQvnTSA2/HEvk738NoivFCtpQKcCObafkfNzKjUFNXPF9OaZvOpHIz/8ksGpIAR5HaLgfomHNyIIW+3HqbgqTN0dxYZH/Gy3TGF91EyuuD8q/dOLXSSCzizdBwDNLFc7KvcrrfmcnhTo7CxzWzm8NdbcZanat4MHFMNZ88nfa39P3d6FAQM783B+GqZn/WyzHb6fwQYAdWr3BHaVLbWe+7O5BAbe3f0HdHJRqPe0XhlK5qD2L+nnhYPcqwJai1jN5UzSPIzTsn1qYPReS+PTnSMr52TGjmwc1Sjrw3aF4jt5K4VGYmsKeNpxf5M+XO2LwdjEu9Ri9LpKKAfZ80srwTP71nJzP1kYxroM7Ezu6G7X7JELDoNXhtPxQhoezlJBYLYv7exv1WxRF+q+KQCLAz58WZMUf8YjAjG6eiKLItlNy5v0ey9HZRUyiyznBe4KbC/z3QsW6I4nsvSAnRS0is5fQtY4z5f3sOHRdwW+TC1t9/5rD8TyN1LBkYN7ZDGRGcJ0X1aPyiT/p9jIdOSMys/fJrHY09Rg3CyJW5s6Rk/1utoJZ4meuTjY98cuL9rVR0YydN8IqcQ0uXh6pRMDv8d1s9y9jH8wR+TO12xiEsCwQZWsEd9T47vilq+XVCwL3ajej3MVjRlHdkFIV+WHF7+YJrkqLi4MN+nAFKatupG2XLayLIAhWCW5cko7Oi0OpWcqBiR95UNjT5uU59ew8LWf5/lg2j/WlRqm3L/15zq4YklV6vrbwm01W6Sk96inuThIuLX2lmt523gvGdfCgyQcyms8K5lG4lrANJYwmwFM2G2oJ21R1ou83Yczv68Wm43J2f2H6HGn85XMkAvRv7IpSIxLgbYNaK7LhaCJ/TC+MRCKgUOmpNiGIE/P90yLjo9dGUryQLRM6ebwnuO/x1iAvCG5e4F6Imh//SuC3c3KS1SIyO4Ee9VwY2cqN8kXsaDMvhCmdPWhWyXJ9vCiKlB0dxN+z/IwWyV830gguZE3lNyfRu/xOAc4J8pvUZRdZJa1NDsOpDu9etF0ZBfuLgS6dx60gMZwz9orxsdno97ndD/ht/vm0vxec7I3MNesL37eDVXT+OozRbd0Y0swNV5lhLI6I17IyMJ5D15P5a2bhbDsXvA3YeDyRfZeS2DvF1+wiml5v0B3oVseZiZuiGdTEhZVDXy3KpQpABU73pdHMEFpXkXErWM22sYXSggspaj0VxgZxbE6RtJTnL7ZEsfZIIk/XFDMbBY9O1FFrajBf9fDk20MJDGnmiqiHSkXtaFTBkXP3lYxZH8X5Rf7Y2Qh0XBjK4GaudKvzKjgya2cMCpWe5YNyz4usjStvxjzxHUL5IvYsH1yAx2uKE/RzCR6vKc7SQQXwdJHiJsv89rnJJKSoXv8awp2Gbblfu5nZfbdrNMlWLaclEpufNbep5z/bZTB6yav7LNHrqXDhqElt8Nkug/OsP4JOx6j5I9MIokSvp+fSSfSf+6mR6FbA0/9wSE5Cn+7hk9P+pbi4s2HBLzwvU9lo8eFm4w78OnkZz8tUtloznR6iVMqGBb/womhZQ/uCwK9TlrN11hp+nbI8rb8vipZlw4JfLPZL0BnSSyU+Tjgtqof0A0OUMXn6eTRXI632YfauGOqVc2DZ4AJp5BbAyV7CsBZurBhakJFrItDq3q71NZVGZOeZRD6xYrkREqtFozOoI6e3BBvR0o1Fe2LRaEW+HuiNXoTAK0lp+28FqThwKYn+jVzZeCyRQU1d8Xa1QW3mHkTEa3G0hTvP1Vx5lEJEvJaNxxIZsy6S0r62aSnPO0/LqV3GwSjt++NWbmw+kWBRYTcvIQjWX+/xHm8byvnZsXJoAULWlSByQwlC1pVg5dAClC9iqNdNUYuZju2CIOAqk5CifoueX8V6Q2EL43rhDjmvv7RW//mmIJEaIqVCus9J1BvsjDLWDZcdn799zegTK+oNpPJUZ+MFh7hrBnJbZmze9zu1DterlvFCRrHehr+9auUuku1QANrdBKnsVf/qboM2lw1pyanwqGaIVFvrt/5V2Uq9bmVYcX0QjfqVB2BG452Mr7oJnSaTVGgMi0zDfohgfh8vxnbwSCO3AIXcbVjU35uudQzuBe8i1h9JYHQ7d4sZIhKJwOdt3Vm4Jw4XB4lJqnCZwnZUDLBj3yUFs3t5EnhVgVojptXQAizdF0etUg5p5DZFrWfX2SScHSRoLAjxe7tKaf2hE3N+jeVJuIbz91J4HqNl6tYYakx5zqI9sYxo6YadjcCtIBX/hajpUN04g3VkSzd+O5dEsirzzzk3eE9wswhBEIzyxf29bbjzXJ3pJPLOczUBBV7v6pGjPJ7RI1pR9sJRs/s/uHycyicDX2ufcopUgpee5KZHZtHonECUSjnecVCWiPU/A8cZSGMW+pdKGDMidXuKizs/Lt9lci03G3fgx+W7skRuU5Hi4s7quS8J85TlxoR5ynKel6nM6rmWCbMsPoZx0/pS6cSr74lDv7LUbBIDgPr3RyxquA1VssbkvbFJOg5dUzDpI8uDaeuqThTykPLPjWSLx7wJhMVpkdlJrKqfr/07Hk9nCcHRxiNAl9rO1C7twEeLQ4hNEpEIsPafBBQqPVtOJNJreRjLBhfAx8OG60+VNKsk4+oTJaV8jNuKTtTRaVEozSo74ewg8DBcy7iOHuz+ojAujhLOP0hhVWAcf11XsHx/LF90Nb7PlYraE6/Qo1C+RZPv93iPtxDmbDECvG24Fay2+r54hY6IeB0+Hm9Rnd/DdRBywPy+kAOG/f9LSCVvgoVp7OtSeM4u2S7eN/v91pufOxhtt/c0RE4zXm+x3obtuU3TdikJnZ6Zkugaq7NOolOiDJH3ZzuNNnfp9ogVi3+gZFXDeyfV2sLX3fdbnV+f+c9gAdqrvnmPaIAJHT049V8KITFZs017WyCKIrefq2lU3ronbKMKjkQl6Ohc28ksEV7zcUF2nEnifogGUQQ3mcDlR0oeh2sYsz6S/ZcVfDf8FTF+EqF5Wd8P7k7mv583nqkIvJqEu5OUDZ8V4spjFQMau3BuYRGWDPTm7D0loijyMFRN35XhzOnlib2tcd/8vGzwcJIQGpe/n8u7F7d/A5Cn6Nl/KYkX0Vpk9gKtqjpRrYQ9tlI4eSeFJhasPpJS9Px+Ts6ROUWy1d6TCA07TycSHK3F0U6gxYcyWldxMvIdtTZ1/WR0VzwjXljcLxFFei6ZSIpGb1ZgSMSQ/moNmR2Tl/vP1G5D+RqBfHjpmMlxt2o04UztNpDhXLlt/8rL+zLIgk+uXiJh47glXKvdBiDT/smios0KZZU+csBUKOvl0plJHzXZvEYXd5Ys2GaI0KY77kztNpyt0RK9VIpg5v1eYcFMntAZe5WSgKWTSNHoud6wHV3XLqDRwW30BQ6U7cdxx5bMabKdKh1K0u6LOmnvP347maol7LG3E7EmhdW5ljPHbiXTtlre1afnFhIBtHrrxDBGrsfFUSCjbpwgCCwe4M2uM3JW/BEHwJVHKqqMD6JuWQc2jfGhZrqUbLVWZNPxRH7+tJDReZbvj6XZB45M6eLJrjOJVC5qR+0pwXSq5YxehBaVZSzeE0sBVymbx/pSMUMts1YnotWJSKVA/i6Qvo/Svsc7iSSlYUx/EmEYY1tVkVG5qOF3NKCJC/N+jWVgYxeL4pBbT8lpUVmWK+XPJxEatp5M5FmUFtnLPrSr5pQzf/GH6+DyCOvHpO4vPTz7539bUaw3BO80kMmM8Ov4+uyLUtvJaop4dvqdnTro/I62OxYwn35cvC8U7WW9HfljOFjZkOacXun7ypg0f93Pe8xG/93fTG12iPDH8UyotplanUrSZ04Dk9MduZlMl9rOVmvgnR0kNK8k48SdZPo1ylmN75tC6lzE1oqQp1YvIgJFC5hfkPf1sOHobD+WH4hDp4fgaC2frY3CyQH6N3Ljn6/8TDzD4xR6hjR1tfgcmrAximHNXTl3X0Xn2s5odCLtF4ZSp7QDrarI8HKRMnN7DIsc4pjb28vsfRdFEZVGxCafVejfR3CtQK8XWbovluqTgjh2KxkbG4hK1NFjaSjdl4QxoqU74zdE8STcdLU3WaVnxJoIOtR0zrK3k0ojMnZ9JB3mv0CtFWlRWcYHAfb8cCiB2lOCufFMBYCtRIKdudfL1a6M5DaVZqSHRBRp8ccm3GwFXB1sjF4CmGzL7jF5ub/BxcNUunLC7D2rdOUEDS4ezpf2H7boxL1aTc22e69WU641aJel/jU7sYex80ZQ7OEtBq2cktbfGi/VqIs9vMXYeSMopEnKch/dbAWz+9N/ngLg4mRv9v0uTvZm3++jSmDGhC7YqwyroxK9noErpzB5Sk8aHdyW9qjtdH8b45O/AeDfwMcsbLiNnw7eY/2lIP66F0WEIoX1l4JQqC2sPGNIV1Zr364oo5+XDVKJwM2Xv7WMuB+iRqcXCYnRUa2Eaa2QIAj0bujK0TlFKOgmBQEW9vNm81hfI3JbKcCeiRuj+LCoPVWLvzqPQqVn94UkPm/nwcNQNUoNLB5QgDML/QnwtsHdScK1JyqaVZLRs56z2Rrmf24kUynAHke794/393iP9BBFkZWBcVQcF0TgVQW2NoaMk97fhNN6bgjPIjW0qCRDZi/hi60x6M0sdp35L4XlB+KY0NE9R31Qa0U+WxtJ89kvUGlFWleRUbmYPd8dSuDDCcFcfazM3gm1arg+znS7gxl12uvjDMf/r+DZTkPtqjmE/GESKcxXFOttIKfmkJG0ZrXfqbW1MZcMpDB1e2ptbcwlw35VbM77nZXocHrkhEQro16RW3iVxn24Zhq5BSDuGpLT7Vhyrg+LzxqEqi4deMz4qps4seWO8Sk1Is72mY9xzg4CKs3bNc/IDIIgUKeMA4eumc9w0+lFLj5Qsmh3HHY2WH1meLlI+bKbBxIBFvb1oqyfLZ1qODO7l6cJuT13X0lCsp6ONcwHHW48UxEWp0MUhbT5T496LtxdWZT21Z3496mKAq5SHOwElg30smghdOWxCjtbgQDv/I2x/r+J4IqiSHC0lsRkPQXdpFkqOv9qVwxXHik5mU7ABWBWTy++PxTP6j/jGNnalTbzQuhU05n2NZxwsBW4+EDJpuOJ1C/vkKYwlqLWc/2JCqVapGhBG0r62Jm0N3Z9JAqlnivLihrlyQ9r4UbglST6fBPGgWmFLYtavKyl1EskRlFHc2sksYWKsHH++nyvo80t0os6mUNqfSxgktprzTs3q22Xu3Tc7L5yl45T/cxBHG0lmfavy+ov0z6D1P5WPvmnkRCV36M7DJ453ESIyhxSla2PdBjIwxadjPpbf+9Gi8rWmUHQ6Rj01UjsVCkm11Dk4W2jbSJw7qOBFGrTAPWTBOK+v0XMoqtI3OzwHFWLsGjIrAT02lMVJQq9OYEWc5BKBAY2cWXFH3Fs+LxQ2urwqbvJLN4TS0iMloACtmj18Ns5OY52EqZ28zSqxQUIitIQEa9j1fACLNgdw/bTiXSt44KbTMKd5yoOX1eQrBbZk0FA4lGYhiJeNvh52TB2fST9GrlgZyNQyN2GsR08aFDekWHfhzOylTtbTiaa9F+lEVkVGMfQ12xf8h7v8boQI9cREqvF0VagpI9ttiz4FuyO4/B1BafmFTGKeszt7cVP/yTQbkEo/8zyY8cEH/qtDKf+jBcMbeZKRX874hV6dp2Vc/peChs/L0Sloq8WppJVeq49UZGiFileyIZSZsb3VHy2NpJ4hZ7bK4ri5PDqufFxSzcCryjosTyMw1/6Uaaw5XMYwcYOqq2ESxkiuMpw02OrrTQc/7+AzJSjU0kUmI/k5rV4VlZIa0bhJ2v9FvXwYJVpbW/wTmNBqrhrhghvToS0XodKtl4HJzsYC1SlXk9GgSow1ChLpNjLDB668REK5rT5nf3fXGH/N1cYtrIZHzT2p5SPLefuW18MEkWRq49VRgJH7wqGt3BjZWA87as7paX4iqLI2iOJfHcwHkc7gRcxWhztJAReTea7Q/F81sbNbER7/u44ZPYCA5q40qmWM4O/i6DKxGAGNXGllK8tkQk6tp2So1Dp6dPAme1n5GYXz68+VlK/rD1bT8k5/OUrYUwnBwkDm7gysIkrzyI11J76nPP3VfSsb3pdOr3Bt3x4c7d89xH/n1/iF0WR38/JaTn7Be3nhzB6XSSNZjyn17JQzvyXYvF990LU7L2QxI4Jvia+nbY2AuM6etCisoyQWB2nF/jj6yFldWAcC3fH8iJGy+axPnw3ohBavcjcX2OoNjGIeb/G8OPf8XReHEqnhSFG7f/7VMnlh0rWjipkRG5T0aGGMyNbuaWlPlrD3i8s14SKgkCUjz/fr96TIxL0OiHodNTfu9Gk7vVuneYm9bH19240Iq4yeTyfTOxlUmtc+WQgn0zshUweb7Xt6mcOZkpcB62YQotNKzPtn4BxBD03Qlmpasv+D24yaOWUtOtLXQjwf3CToTOG4JjJ9ZmDOVEvs8cB5zsO4GZTw2q1XQk3Ci1vgI2/M/oENZJFZ/BPiuXRc8DCYkJcgpoDl5Lo3cAl2/3Mb3zcyo2wOC0Tf4kiNknHH5eT+PTHSD5t7c62cb4kJusJ8JaiFw1WJN2XhKJIJ5YQnail3fxQSvna0ruBK5eWFGVwMzcuPEhh78UkVBqRA9P96N/IlcHfRRjVB4miiIjIgt9juPpYyai27kZ9q17SgZ71XJj/WwzyZOPv5qMwNf1XhlHEy4budV/PgC5k8t97vEde4XawisHfhlNlYjCf/BRJlyVhVJv8nO8Px2dJrO5ZpIZ1RxLYO8XXJKXPRirwWRt3etZz5ut9sXg6Szk4ozCL+nlx/oGSr3bF8tM/CTQo78i/y4rSuKKhLClZpefL7dFUGBvEV7ti+O5QPG3nhdJufojZ+cWNZyrO3lOyeUwhI3Kbig41nBjTzp2v92U+zhuh1HCotdb6MbXWGo77X4BeZyBgGWtci3xkWgt7f4VpNFIVa7YWlGc7DduzGxHNKml9uj3r/X6wKn8EqVLxOqLDYL5G2RLKjDaxGHIv5MSK64MYv7U9AOvHHWN81U00LKDh6M1kQqPNZ1uh13H+vhKFSqRhJrWsbyM+qulEgLcNfVeG8yJGiyiKTN0aw9aTiSzq74WPhw1tqjlxf3UA9rYw77dYJm6MNqlb/vuGgjV/JfBZG4NglbuTlH1fFGbT6EKEx2v5/XwS/z5VMb2bBxcX+zO/jzdHbyazeG+sSeQ7Wq7jyK0U+jdyobSFBbhiBW1pXMGR3y4kcfpuilF/gqM1DP0uArVGZGSr/F+E/5+2CbKTuTJ7VwwnbqfwVU8vmnzgiEQioFTrOXBZwbzfYviyhxe96ptOsqdticLdWcoXXV6tXt0LUXP2vxQ0OpEyhe0oXtCGNnND+HdFUbPpgEq1nl7LwyjgKmVGD6804RqNVuTPqwpmbIvm64HedKjhzMRfIilawJYxHTwsXltcko5aU4I5v9gfdwu1PzPrbMZ9SX26z/qEimZEpu7Uac6PE1daJVKWqyazfkxe7ZfJ4/l8znACntxFL5GwadwSrjZoR7UzBxn8sj42uEQFvv/yZxTuhs/K6D2ChE3jDe+p/jIlOPU933217lXdazoIOh0Tp/el2MNbadss+dIGl6gAokjA0/+M+pexrdOte9Pnp9kW63lT32ftHmWnX89KV2LZwu1pUX1r9zgj0vfdHIJKVmTp0t9wsZeYrBaKiWqUi6+m/d1fFkiFT7qg7flqdVix7TcGBjpTpW1l5gwu8kZ9JC1BnmKYuAZeSUKpFmld1YmoRB3PIjWM6+BB7wbOtJz9gqcRWjxdJNQo6UDP+i7suZDE4esKPJylnF5QBA9ny5kier3I8gNxrP0ngTplHCjnZ0dkgo4dp+U0qujIDyMLUsDV9P2iKNJzaSjXnqopWsCG4gVtiUjQ8SRCw5Bmrozv6JFWP5PfNkFhKdYj8L6Or0TI3tsE/f9GbmyCTt9NYeC34Uz6yIP+jVxwk0kRRZHLj1XM/TUGN5mUTaMLWa1fnb0rBrVWZGG/V76NMXKDIF6cQo+3q5SaJe1p9lUIt1YGmLXISI9klZ7OX4fh52nDrJ6eaeO7Wiuy71IS07bGsHpYAdqnUxAdtyEKPy8bJn9kZZxX6PhwfDDXlwfg5WK9D0Y2QQAnPzIvNOXXCRqbqfd8l5Edaxxbt1cE8E370DYOhONtst5+ftg/vQmbpcwWATxrGFSZM8G//zxj05STaX/fqO3Dr6PleFfsbtTWw0s7+ejMNyzoV5Autd+9CC4YuMK832PZeDyREoVseRimoXoJe24EqRjW3JXpXT2xkQpcfaykzbwQ1DpoXUXGoCauxCt0/PhXArefq+lQXcbmMT5ZnmuFxWn59OdIbgWp+aiWE+4yCbefqzl3LwWpRODJD0WRSi0vWLRfEEJFf3uO3U5GwKBcH6fQcStYTf9GLszs7mnkr5sb/L/1wT1234b5v8Xw55d+Zgnhw1A1nRaFcHBmERPV1HbzXzCrpxd1yjjyOFzNxF+ieByhoVUVQxrypYdK4pJ0qLUiv04uTDk/09WMJXtj+e+FmvWfFTIbir8VpKLbklAuLQlgwKpwpnfzpG5Z6ytNDacHU62EPbeC1SjVIsUK2tKvkQutXopQTa+1iTadE2k5d5xFMrV5/BIeNO9k5uwGZOYRm5VjrHm0ilJppl67GT1iB88cztkug9PSkBOVWhpcPEz9vRvZ+cVyen89kbNdBnOrQVtT71xBwr3aWfOmTUWWfHBLVGDToo0AJv0Dg4BUi8DNaSnD/ed+SgUziw536zRn66w1WbqHmaVsA0Y+ujn1Ah41pgtFHt0xuy8r5xcDH6A8Z5DnT7ZTUrVtYTS163D/6B3+fOZEr6f7ma4+yMUfD7LvPylRCVo8naV0ru1MowqO+Z66klWsOBDLPzeS6VHfBT9PG5p+IEtTXlVpRNYdiefbP+OJTdIjAVydJAxr7srn7T1M0pYtISlFT+CVJEJitTg5SLj6WEURLxu+6uVl9vjoRB0NZwTzxww/ohJ0RCbocJVJqFfW0UStML8JbngmBNfnPcF9j5fIKcFVKPVUnhDMhs8KpkVO00OtFem+NIzmlRwZa2WB+KPFoXze1p2WH8pIUeuZvi2G388n0ewDR3w9bQiK0nD2PyV2tgJbxxSiTiZj8dxfY3gSoeGXdKUM6XHtiZIuS8K4+c0rstxufghTu3rSqIL1czee+YKF/bx4Fqlh+2k5YXE63JwkfFTTiQGNXdOI72vxwc1P5DZNOCsptvDqmIAepsQOCRR5zT602U0NPtXZvCBVkY+g0b7M+2cOmRFOyPvvzeEaEHvV/L5stvXPjxc4+NP9tL+lg0rSpEFVNOFnOHT6NocjmrKgxnYGjJgO9p5cf6pi66lEQmO1uDhK6FTDmTZVZTkTdXvNSFLqab8ghFI+dnSo4USrD2UmGSAhMVqGfBfOpUcqBAH0IpQtbMv0rp50ziHBfxiq5q9/k1Go9AQUsKVjdRntFoQyroMHXS2kfV95rKTPN+HcWVUUWylceqQiJEaLk4NAg3KOZjNXcoP/twS37/cK+jVyoWsdy2mQc3bFIIois3t7G21vPz+EmT08KeRhQ6eFIYxt78Ggpq5GtgIXHqTQZXEo07t5Mrq98cCq1opUmxjE7imFKWuG/Kbi058iqFLMnr//Teazdu5WzeV/PStnzLpIutR2ZmgLN1wdJdwMUrHhqOGat47zZVmzrSy/OTRLBCiVjFkil5ZqWNMfYwnm9qcnqunJkbna0awSYFlCDENmDjciogA9l0xEYuWrnZm9UKJSSyFNklnimtrfb2f8iE0Bb7P9Sz2Hm62AKJVaJaaW+mLpHmf1XDldhOiwZh51/9hiNcKeGnVOXwOcCkGn45OJvfB9eIfJH65P2/68mAsVgy4w+OFOnLTJ9G20hnjXQvQd8AEBBe0Ij9Ox7ZShrnTTGB8CLCgDvk70WxFG30YutK9ueYAQRZEmM1+wsJ839co55DoiHR6npd38EEa0dGNESzejAfh5tIYh34bTtJKMGd3NE+D0eE9w3+NtQU4J7sbjifz1r4Id430tHnP9qYoBq8K58U0AUguLY52/DmVUGzeaVpTRfVkYHs5Slg/yNoqShsZqqTklmJqlHdgz2dfiQptKI1JhbBCHZxamtK/l8X3wt+HULeuYlo730WJDH1pXsa4cX2VisKENfzuGNnOllI+hTm77aTl/3VDwy2eFaFxR9org5pSs5HUdanaQV/Wf1q5Bk2BKPAHO9cWqF0VOiF12ryer9z4/Fy5e56JIOrVki8hqm+ki0JsOfMq/92sbNtsIRDVMpq7nFfoV+R1PuwQSXRoz5L/tPAjTMKiJK2UK2xKdqGPHmSQiE7TsGO9DBX9Twci3Db7DnnB3dVGryu1xCh3lRwdx71tDVmnGBe+8wMUHSnqvCOOHEQVpU1VmNN+59EjJgFXhfD3Am861Xk/U3Nq48j9dg3v5odLqxBSgW11n/vrXVKmsWgl7jtxM5qsd0Xzcyo3hLd1MPPMKukpxcRD49mC8UQ0ewL0XajydJVbJLUCnms4cv51MwwqOBF5OsnjcqbvJzNoZjaeLlFXDClKjpANlCtvRva4Lf87wo0ZJBwavDgMwqe180rClxZpVx0xqVXNSy2kO6WtHey6dRPUzB9PayUrtqCWxqEFfjcTvZaQxvYCTNaSSs8y8czPzpU2f3mxpISAzcmvc76x5E99s3MGqunNuPIE/PH4gU3ILhj43/WOTWcGu1FpeiSCy4t/BDH2yCgD/Z3K85DYUSonio2abaBxxnlMdXzCqnScdajgzvKUbx+YWoVcDF7ovDSUuKWtiYPkJtVbMVI1YEAScHASkUvIk3drHw4Z9Uwtz6JqCGpODmLkjmqX7Yhm4KozmX72gU01npnfLpfDHe7zHO4KD1xT0rGe9Vr9qcXvsbQXuPLesEFyjpAN//5vMzrNy1FqRdZ8WNEkBFkWQSAxE928rHt03g1T4ekitkluAzrUNVmipaFzBkf2XFFbfc+2JkqAoDaPbubF7si/tqztR1s+OhhUcWTOyIJs+92HwdxE8CH15rTmtR83rOtTsIC/rP60R8RNtzYs0WUNOiV12fWizokac1drenKpFZ0f5OTd4uj1zcguWa6YzIl1d76BOa/hm0mC83CKRaEUKHXfE7qo7nnYJ6LCh98UVFPGy5fqyACZ95EGnms4MbW6wyJnW1ZPOX4fx4h3wyVVrRWSZzEVkdhLUOhF3J2m+kFuA2mUc2DbWhxnbY6g3/QVzf41hwe5YWs0NYdDqcJYOfH3kNjP8TxNcRzsh0w/Z3UlCssr04TG4mStbTiRw/r7SoiLptwfj6d/EjTplHNh93picqrWiWbGojJDZC6i1In0buRB4VfFq0MqAFQdiCfC2ZUgzVxOiLQgCs3t5Ef9SdCayzAeAgcj9NXMlfyz4mb9mrkwjucElKvDtjB/RxMYxaNrgNNJZ+sgBEpVaqr0UWPJ/cJNB0wajjYomUalNe8kVqjQPVkuv9PvlChUDvhxmREQHrZxCr9mfGBE/v0d3GPDlsCyfP0EjcqTDQBPyXuHCUavR21s1mnClQbss9T9BI5rdn6ARs9RHuUJFnT2/mCw63KjVzKTfdfb8glyhMnsP079KHzlgVd059XNMfX/6c6Z/odOZfK61920yIrcihprbjMJTKnsHfpi2xuL9OVO7DZvGLUGUSKiUeJ0V/w7GWZPIU+eyzKj0I8UTw+k+sAK6Xr0RRdJeIDCylTs1Sjqw+URipkrM+Y3SvnZceWRdqTEpRc+jMI1JmUNuEFDAlgPT/dg6zhdvFyk6PbSt5sS15UUZ08HjralbFgTrr/d4j9wiRSXi7pT5WGppLE/F4Kau/HouiTV/JTCug7vZ1MTVB+PpUc+F0e3cWX/UVKU8FZpsjO+qdFZoA5u4EnhVwb0Q8+O8KIqM2xBFsYI2jGrjbvaYhhUc+aSVG98dijdskEgN0UGPaoa/Uwlao32Gf1NJrkc1w3ESae4IZmbkIzPodeaJ56nOxmQuVR04p+2ZEzdKFWmyFr3NDbHLSx/a3AppZQU5tVnKjrWQXmcQzMoIz+qmwlNSGTQKzNr9KtY77fstCPDlx1NYOmEYAPeeVWL80o18f2k7CqEAK4Z4m/29927gQq/6Lnx7MD7z9t4wSvvacemh9bnI5UdKSvvmf+ZbvXKOXF3qz8J+Xti9tKwc086dWyuK0qnm20Fu4X+c4IrAixiN1WPuPleb9akt6WNHgwoydHqR8Djj1Z1klZ55v8Zw+ZGSMe3dafmhE9cy+FAFFLDhSYSGpBQrKUPA9ScqSvrYUdDNhnl9vem+JJS//1UY+e9depjClUcq7GwEPm/nTlSilquPldwOVqHTiwgCSKUCg5oYiHj4r3+gqFKd4FVr8R06iMZFPfEdOojgVWtRVKnOhgUbsPfyYPTCTwh4chd4RTpHLR2dJt4EEPDkLqMXfJLmr9rg4mGmzOiHkzw+yz6zLk72XOg6xITQfXjpmAnxu9B1iEWPVnPnf9iiE79OXpap8m96VLpyghpnDubKJzerXrouTvZsmb+ekFIV067x18nL2DX7RzaNW5LW75BSFdkyf72Rb6258ze4eNiqAFTq59jg4mEEoJAmiSkz+pl4BTe4eJhJ0/saee9m7GuqWvJP3+41usdqe0dW//AHye6eVq//YYtO3Kn5KtI8784Ypv03FYBCSTb8vMWWFJX5gXJESzezNjivG/0bu7D1ZKLVifPOM3Lql3PMkvVYZlBrRe48V3HzmYoEhY4PAuwZ28GDqV096dPQFec8rl/JLd6rKL9HfiOggA23g617tyrVeh6Ha/D3sjy5K+Jlw9j2btwOVlPYw3gCrVTrWbw3lsPXFUzr4kHrKjKuWPGWLF7IlvuhahRK6+P71ccqSvm86pO3q5QlA7z5aHEoh64p0KUb559HaxixJpJH4Rrm9jaUHyiUeq49UXL1sZLEdKrpg5u6Gi+q23sa6ju9ahlHH1NJgFetV/Wf2SGYf9UyJi15Ed21RjzzQh04PdKRoCzjdfvnWkJOFi6yg5xGh7Mb+c94HWBQS25zxfg6pDJodxMcC2T9GjJEoG2kOlZMHsy8zz4H4OnJZKoFHuXqn08snuLjlq7sPCt/671yBzdzZc1fCVaPWfNXAkOa5U8pkFYncve5iutPVcTIdQiCQNMPZEzt4sn0bp50qOH01tUz/0/X4M7dp0FmL1itVeu9PJTOtZzp3dDUkPiPy3KW7Y8jKkFHhQB7KhSxIyFZz1/XFdQp68iyQQXwdpWy9UQCh64n4+Mu5VmkFgc7geaVZZx4mXo8oqW72baVaj31pj1n42gfKhcz1AD8/a+CJXtjiU/Wp7V3O1iFo52EDZ8X4ofDCZy7l0LxgrYkKfUoVHoGNXHjs3bunL+fwuHBvzFwXxcEvc68gq5Ox467kdhKJVQ6EUiPTASLUklO4KczzQosWbIayq5AUsY61OzWj1oScLKErNTg5qXQVmZCWea8a9PX8MKr2lYjAS2JhHu1zAtofTfte8Ys+MSqUFZIqYpsWPCLUdupfT3arj8PWnVO255ae7xpzk8ku3llev2WPu8iPa4z7/LP3HQ31M189EUdancra3SMKIr4DX9C0E8lsMunVJusYvTaSKLlOtZ9VshEOOrYzWQ+XxvBb1MKUzEXdTwKlZ5vA+PZeioRN5mhduZ5tJY2VZ2Y8JFHjqPD+V2DG6m0nqJZ0OEVMXlfg/v/Gzmtwb34QMknP0dy+Wt/ixOobacS2X0hiT1TCpvdnwqNVqTAkCd4uxjKhz4sZo88Rc+f1xRUL+HA6mEF8PWwITpRR/UpwTz4thj7LiVx4LKChGQdPu429GvkQuMKjvRdGU6LyjKGtzB/LSlqPVUmBrNniq/Js+GvfxUs3B1HbJKOiv52JCbruf1cTZ8GLuy/nMSO8T5sOyXn13NJFPW2QRDgWZSWrrWd+aKLB74eNhT75CldLp4yVlHOi7pOIwhQb3vuVIYt4XXWf1oSabKEt0mUK7e1yua+E3od/F0XYtOpFmdFRTk3CtSp11FmrLEVUOp1NA4Eh2yQ29T3WvkO1T9+kVqXX4llfr6+DSWrFTI5tOzoZxydXYQiXrlfpM4vJCn1NJ/9gs61nJnaxTiLSxRFvt4Xx54LSRydXeT/2rvv+CarLoDjv6Tp3gtaSpkyFaQM2XsvFUE2VATXCwJ1oIAKCgIKgoAiKioFEUGUPWTvDUWGIEtmS0v3znzePyKB0jYtpaWD830//bwmT/LkpjS59zz33nNwdcy/C+FavcKcDfH8uC0BRzs1TvYqrt020La2E2Oe96RG2cKtq/3YJpm6lepE50k3mTnEl05BGZM6KIrCnPXxrNifxOaJZbPcZ/dvlJ6uk26wf1ogu8+kcy1aj5O9mvZPO1lmfVO0Jhq/dw2tQWFEFw9ql7cnMdXEqkPJ7P6vBtT3w/1o/VTG5FFpOhOvz4/CwVbFt29k/MApisLpazquRetxtFPj7qTipbm3MBjh3ee96N3U1TKTc/qalqm/x6I3KrzY2IXjo1eaA1wrMcHSUxHY/pfiOzdBrrUgKrssxNkFP7nNJPwgwWNOe1xNKhXnGrbJl/Y/yGNymygru2RehtvRvPnp6xmCYsekeIaPfAGvyBuYVGqWj8k6aF044TsGfPJ6ppJC5xq0ovqRnTn+HlRGIwl6JdP7u7et1t6/tX+Tij0Ps29Ddzz0SYx/ap7l/o+298PBxfxlmaYzUfmNf7nxfSVsCvmqoM6g8N6i22wKS6FPU1fzoDhdYdWhJC5G6Pl+eGkaVsl7nb3kdBMvfh5OoI8t7zzvSdX/6svFJBkJ3ZHID1sTWP5u5kFybhR4gKvNIcC1lwBXmOU1wFUUhZ7TI/D31DBnqG+mJFJh/2rpNT2CJaNL06hqzp/DRu9fZ3J/b1K1Jq5EGbC3VdH+aScqlb57EWn5/iTm/5nArXgjVfxt6d/clVLuNlyM0PPTjkQcbFV89KIXQ76O5KfhpWl1X/+eqjUx5KtI3J3VfPd65gH1HaeuarkSpcfRXk2jqg64OKip+85VUnUK3eu7MLqrBwH/DbpvxRmY92cCvx9IZtV7fjT74Cb9w/ZkDHAfRG6D3IIsH1MQ2YHvl+P7VEHZZwuuPE5+yGsyMGvB8dnpoBgh/q/clVmCLDJQP+DvLj+TmuXi77fRnvV8M9CAk0195r+xxXL/+DU98Ak0T2qZTAoV3rjCsc8D8XUvugEumL8DBsy+RXyKicEtXSnrY8uNaD2LdiXh7qTml9F++Hnm33vQ6hVenBGBg52KD3t5Uau8eQwSn2Jk8a4kZq2LY2mIPw2rOOTbaz6oxzbAtXd2J+xyOoPn3CKooj19mrlSyl3DpVs6Fu1MJCVdYelb/pTxyv4Pos+McDrVdc522v/F6eHsP5fGyS/L4+2a8TyHLqQxcNYt1CqoVcGeno1ccHFQc/qaliW7k2hR05FZL5fKcZ9wcpqRJ/53hckDfLK8Wmw0Kbw05xbnI/S02b7jgQJcgP6fvEHNA7mf/YS8zYAWxAxursrmqFQsH/MFwEPNQD/oYx7muGNSPMFjX7LU/80w+/pfhujoUgF8M3el5T3cmWG9Uzbp0hO1aLFp6QNl1M6P9mc303y+YRuqHtrOK42mUzfmFMP/WYi+fgMOvruYP6YeNL+HDhXpO7kFy/clsfJQEkvfKlNk9nJejtTzy+5ErkTpcbBT0a62M13qOWOnebgGjll0m3Sdwuyhvlnurf39QBLTV8Wxf2rgA5dPKugA93YOAa6vBLjiPw9TBzcpzcTA2beIiDMwtK07dSrYk5hmYsWBJDadSOXrYaXoVt96ZuI7vt+SwMawFH5/1z/Lz5veoNDiwxvciDEwZ6hvphqaiqLwyfJYtp5M5ZO+3rwyP4qnytnRq5ELro5qwv7VsnhXEu2fdmL2y74PnOylztvX8HRWs+OTslken7shnoU7Einvq6H80i15D3DhwWc278iPGc5HMYObqyD+v1lqyN8Z6sKWm9lW99qg1kCNd3NXZgkefWmhrOSyju/4s++jcSrFx++NBLUN+38/z2+TD1ieMmV3Pw5cMfDRrzHsmVy2yOS2sEZRFA6eT2f5/mRikox4u9rwYmMXGld7+AoO9/tkeQz/hOtZNLJ0ltnp/zyRwsgfbnNyZvkCS2qVk8c6wAXzLOvKg8msOZJMUqqJUh4a+jR1pUOdnGtgnb2hpedn4Uzq78MLjVwy/AH9cTCJEd9F8XE/72yXIS/emcjGsBReaOjC1pOppOsVyvloGNDCLccMy3cs2ZXId5sTcHZU8fuYMlnONv+wNZ7xS2IYcnovg1f1sHq+paciMPy396fO7vUMnJX1nk4FstxFZ1KrWTj6c44365Lta9z/3Hp7N1jdO3rnvKGjP+dYsy7Zvva951cbjbw9rn+mWcpT9VtR68iODImmrlSpxRdTfqHugT9pvTaUrz/4NtvgNqv25+UxeT2usva+jmacfb3zvu7MqjonxDB80muWwHh3p37ZBrkmtZpFI6dxtEXWFymyat+9M7j3Hr9/FtopKZ4RHw+ztOOXt6ZzokVX6uxeT+VFvzCsyUyWnn0P/82rcSrti6IofNh4seX5Rxo/w9vBgXSq65zhM2cwKuw+k/ZfzVjzHhBPlyJwhT2PElON1HvnGnunBGa7h1dRFNpPvMG4nt60qZ19GbGsSIArioqHCXDB/DnYezadhTv/u8hkq6JjHWcGtHDNlA3ZmjSdiW5TwqlVzp4pA7wzJItKSDXy5oLbHL+s5blnnPm0v0+W51AUhW5TwnmptRvd6zuz8nAKW/5KRatXqFhKw+BWbpaVGA/icqSe1h/dABRWvR9AUMXMqzYiYvXUHH2NzwZ5c3bM6gKawb3znZvF8LCgg9v8eh1rQdCNNWR4b3dmHK/99mAlioqqXAaAAHg1gA4Hsp5tzbbMUr9sXvieJe15bXduZ3hzEcBf0nSm3fav2DkpkPL3lB384/PD7Fl61nK79vTnGNLOI8smKYrC8cta/r6hQ62CRlUdqeyXty1DxUm6zkTN0VfZ/FEAT/hl/1327NRwBrV05cUcMt0XlMc+wH1Yp65qGfF9FHqDQtf6ztjbqjh8IZ0D/6TRrrYzP73pl+1zU7Umgt66yq7JgXleOvDS3Ft0r+fMzjNpnA/XMaaHJ62fckKtVhEZbyB0RyILdyTi6qiizfadTDo02GpgteT4dVQqqLRlDa0njLIadGbl78Ztmffu3FzP7j3o3tH5XyzLcnlsVue/U37o/n2mVbauIXjWu6gVJdM+0+yW32bX/rw+5mGO52pmOot6xln9npNdPXBLyJwU5Gqlmqg1miz3/wIkpxtwvad9jknxBP+3j/hUy24ka83Ha+1cR5NVC1l033kck+IZ9MEwjvYawt+t7wbRNXes4+DBdH6v+gKTB/nSvIYjKpXKPIDdEcmhSTsBsHe25aPt/SyzlqE7Epi1Ng5/Tw3VytgRl2Ji/7k0nm3gzMf9fIpcAqbc2Hg8hYXbE1j2jvW9g/M2xnP1tp7PBj/YHqWCDnCjddYH8T52EuAKs4cNcPNTQqqRkQtus+vvNHo0dMHfU8PV23rWHkmhe30n1h1LZffkshkGxfdbfTiZ77cmsG5cQL6169vNCZy+pqVjHWdG/hjFu8950q+ZKx7ONugMCmuOJDPpt1h83GzoWteZ6xPW5C3AzfUe3Cw87PLhBwm+HnaZsLUg6E4t3Ptnax9FDeBH4WEvImT37+TfEcI3Zn0+Ww949lLeLg7kZa9xLp7z3W4b5qyPZ+YQH9rVcrKMJ85c1zL35U04RscDUKaKJ+8s657hgvres2mMWxJNfKqJptUc0RsVtp9O5eny9swI9i3Rge6+c2l8sDSGHR9nvZLkjsW7EtlxOo0fh2e/FaMgWetXivaC8yKiVnl7dk4qy8Hz6ew9m4beoNCnqSs6g8JLbTInp7qXk72aSn62XIs25DnATdeZAPOV4cMX0nj5q0gMRgU3RzV6o8LzDV1ZNz6A0T9E5fqcKqORWkt/yJTF+FqzdpTbu9VqYFX90A7q7d3AhXbP5uq1FBsbFk5akCEQDR39ORfaPZt57+ikBeaZQH3u6pKluXrw46c/ZUrgdKxZFxxt1VkmcHqQ8xeWky27kaY3ZTvrbfkd3rO0+E792XsDY7XJlGVwC+YM2Srg5fFDMiWaup9jUjxD/vv36z39HQAONOqUYQ/3S+OGsHDK3fOkuXowb/pSXJwyBkF/t+6Gewsj9S+rmboigakkUtbbhlvxRtJ1Ci9N7IZm1WGun4hifMNFDPisFZuT3Vh5MInFo/wt+0AAohONfLI8ht4zwlnxbplcle4oStJ0Jtydch5MuTupSdMVvWuRkilZFEfuTjaEjvTj6m09qw+nEJdspGagHR/28sJGDRvCUq0GtwBPV7DnSlT+9iPpOhM2NnD2pg4/Dw1Tf49j/JIYPJzVpOtM1H/CkWmDfAi7rCUtr1lfsys/k1WAmZU7WYYfppROq425S1aUl+zA97qTXfr+IOjO/2cVOJWE4Bbuvse8LgO/k+363ucrpuyDWwB9PGyqb86Q/CBB7r0XIg4MuNv+e/8etrfPvGz8Tu3h+//NKvSFci+C2oZX24O/hw2Tlsfy9sJonvCzJTrRSFSikVdGtGBkZzfGNfuF8AtxvFV3EQ2fe4K+E5uy/VQqw76J5MshvnSr52wJjNN1JhZsS6Tz5Jts/CCgxAa5qVoFd6ecx1PmsUkeLpQ9AjKD+xAGzIqgbzNXuudQ96n5uGt8/WppS6bkB9V7RjgH/0mnV2MXejRywc3Jhn1nU1m6Jwl3ZzU/j/bHwVZF0NtXef7g7lzP4NonxNN55AB8/zmNSa1mx8ezudz+WapNGkfz9UusniMve3DvzSS8t2GnDEmi7g9ECzqB08POvubHOXJz/H+fv5ltUq55Y7KeRa+9ax3PzJtNmJe53E+dmDNUTr5q7a1kmWjqzgyuymjktSxmhk/Xb8VT9y2Zvl6tNt/dcx690YSrffYDhl5P+XMtykR0khEPZzW1ytlZOpKUuHS+eWGV5bEj1vcloFTmz5CiKAz5KpKgiuaSOsXJ0YvpjPohir1TAq3unxn3czTermrefu7BrowX9AxujM76d5q3nTbfX18UT0VpBteaxFQTVd+8wvVvK2aqOX+vU1e1vPRVJMeml8u31x63JJr5fyYwsKUrPf/r6w+dT+OHbYm4O6tZ8Y4/Hs429J0ZQff6zhwdtTJvM7i5mdm0Jj+WKT9sduAHkZ/JjYqbh0zkZbj0K/s2zOVWug8etgm09D6Ag431sl24VIZu/+Tud/uIZvQVReHMdR3hcQZcHdTUr+yQ4fOtTdXzftNfLLfPVqzM+Mn1aF4z68R1X22MZ/up1BwztxdXF8J1dJsazpkvy1vdyvnp77Ekp5mYOjDr7RwFzVq/UuSnO8LDw6lbty4ODg4YDAYOHTpEkyZNaNasGSEhIYXatja1nFh1KNnqY05f05KUbqJGWVvyci3h4Pk0Tvyrxc1JzbTBvjSv6cTTFez5X2dPdk0O5MlAe17+6hYrDyXxVLm7g03Fyg+AokC6mwcbZi8hqmYddkyczaV2z4LBSPnzJzMEtya1mtMN22aqY9voj59ISdWSrDVk+lGAJK0hw0+UnQvTpyxhX6NOGY7va9SJ6VOWEGXnYrkvq+ff+3P/8USDkuXx++9/kPNn9b7uf48PfVxnyPan7t4NVD+8I8u/i+qHd1B37wZSdMYMPzejjXxs6EarLqtYVa4LqwM7077jcp5v/RNn3atkeS4F2NFtICkmSNUbLT8KkK43kmaCnd0HZ/r3r51FHeNd3QeTbgKt3ohWbwTFvG/2zo/eoHArWuFahEJsgoJKpaJmoB0tajpSu7z9f0uVzX+fTh4OfHpoMKrGVQH4quuvbJxzNFP7VSoVb3X3JHRHYoa6ksVBvcr22Khhz9m0bB+TlGbi9wNJ9G1mfbWIEI9SUe6bH4abk5ra5e3ZGJZi9XErDiTT4Wnznvj8mCfYdy6NZfuScXVU879OHrR80omgiva83tGDQ9MCqVXOnsFzIrkSpWP/P+k894z1C+tWZVc3t9yL4FIp42NVanMwdH/d2n9mZayRm5c2tN+fOUiu0Nd8f37ugc0uICrpwe2VX81BYlZyqPerKArfbUmg9pzGfHR5MpuiWjP78qvU2LGXyedHYTDl0++ugOoiR8QZOHQhnVNXtRhN5rHGU+Xs6fC0M42rOWa6eGXvZMussGA+2tgLgBr/XuKPAcs5vet6lucf1taNsH+1XI7UP9j7LSaqlLGjvK8t645l/z2o1Sss2pnI4FZFc2xS5Gdw09PTSUtLo0ePHmzdupXo6Gg8PDxwcHBgwIABvP/++9SqVcvy+Ec5g5uUZqLBu1dZNMqfZ7JIkx2fYqTbpzeJSTISl2zC1kZFyycdebmtO61rOeYq41mfGeH0aOTCn2Gp2GlUzH2lVIasrSaTwjNjrpGQamLxaD9WD1jO1CPWr+jqDKaMs7PGjDVzj5+4RNDQXrj9fRJFrebM9PlEde1BqfUrefLd11GZTNyq8iQrZy5G6+aR5WtEJetxtsv+iygx3YCLlZm9JK3R6sxfstZo9fkpOuvHU3Umq8fT9Nafn5tzpOqMOFs5rjWYcMnmd1R121o6TgrJcQ/utglfcqm9ean4rRiF71Yb6eNyhslf98VZbw6a0tV2/Fy5F1NrjWTV9peoFX/Ocg4FODD+My716J/p/Iqi4Gh7t9MJ3LSahuPeRJVVQjK1mr8+m0dEl4wJzjwd7HDQqDGZFFYdSmfF/jRMioKHs5rwWCPVAuwY2dWDZtlcJXXQqGk/8QZTB3jzx4DfLPe/v64X7qUzZk2t89YV1owNoFwOSwuLmnVHk/loaQwr3vWn0n3JHFK1JobMvUU5X1umBz9gjUAewQyuPocZXFuZwS2pHqZvLup/CysOJDFzbTybPwrIcm//nWRQXeo5sflEGrcTzStQejZy4bUO7lTPZQLJez03LZy+zVxJSjOxYGsCq98vg/8925qMJoV6715DrYJBLd0I6e5JSFDow2VRzi55z7Z2EB/24LVORdHxkHtwP/o1hm0nU5nXLYynr/awnOdySjnePjMRF00qC4NGYqO67/zOFaDTsQf/28inrNqHL6bz+co4jlxKp3JpWxJSTaTrFIa1c2NEZw+rqzLueP/naLySE4n4do/lvneXdadM1Yzvaei8SNrWcqJ/88JJsFTQdpxO5dVvolj5nn+GCTQwl08cNi8StVrFwhGFs/8WivkMroODA56ed5cd+vn54eBgDiZtbW2xyWL56aPi6qhm3quleWlOBIt3JpKqvfvB3HU6laC3rhKXbOK7/5XmxoJKnJ1bga71nfngl2jGL4nJ8apveKyBv65oef4ZF75+tRTpeoUmY68xd0Mce/5OZePxFN74NorbiUaeKm+XqxqAWbrvd2jw8OTEjytIqF3XEtwCRHXtwZnp80moXZdln4dmG9yKh6MyGgla/mOm2dHLzdtnnkVd9gMqo/kq+oodRga5neSLOT0swS2Ag0nHsAu/MClsGsMbTcuw+Oxmk9ZZBrdZud7pOcJbtM/yWFSrDpmC2zsUReHzlclsOZHO2F6uLH3bi/lvePL7e970beZCyI/R/L4/+5UQRhPY29kw9UgwQ+a0A2BatxXMGZDxyrTGRoWxSF+uy1q3+i6EdPek4yc3eXvhbbafSmX/uTRmromjydhrlHLXMGVA4Sz/yYkqhx9RchXlvvlh9WzkQoPKDnSbYi4DeKev1hsUVh1Opt3EG+iNCr5uGrZMCCB+USX2TwmktIcNXT69yarD1ld23e9GjIGTV7W80NCFV9q50buJK43GXmfMomi2nkxl+6lUJvwaw614I/a2KkZ388ifN5rVbJi9F7Tdmnl2t0Jf823vZyS4Leqy22edy5n4wxfT+f1AMmsHHswQ3AJUcr7Gr/VeJzy9NMvD78vDYuuRt+AWzH9fAd2zPhbQPVfB7aawFMvy/bOzy7P947Icm16OJaP92PV3GgNn30JvyHmQYDSBcwUvZoUFE/x5SwCm91lLSFAoidF3x1a2NipMxWzV2INo/ZQT0wb50OXTcF7/Noo/T6Sw71was9fFUX/MNUwKfPPqg194f1SK/AzuHa1atWLr1q1oNOYrmidPnmTs2LGsX78+w+PujeYntlr1KJsohBBFysSdz1v+uyBmcGNzmMH1khncEk/6ZiGEEIXB2hinWGZRjo2NZcSIESxfvtzq43JaqpvfIuIMXI828M9NLd9simff1HLZLkMOu5zOK/MiOfR5uSwLKAP8fV3LkK8iOTjNegKatUeS+XVvEktC/BnbIDRXS5StOXwlNsfZl6PhCdjZZL8A4HaKHkdba0uMDThZWcKcojNaPZ6W03F9TsdNVpdQpxuMVo/n5hxpeuvn0BlNOFv5HanjYuk9dih/9R7KhXZ3r2xW2bqWp5f/wO+f/Yja2xuA3SdMxCcpvPh0Et1HD7QkDvu752Bq/r7IMhs8Puh9vLVxvPX3t5bzmdRq9k6aw5WOz2VsgKLgoDH/GwduWk3D8W9mu2T6kkt55lcPZkmNfmjVtigK1K+ioU9TJ77dlEpwGyeaVM8cDAV4OaKxUfPxshgc7dSM6ZExSZSDrZqjF7WM+D6SXZMDM9SAjr2ZxPTn/7Dctg3pwif9zVcTL93S0eeLCJ4MtCe4tZs5c2KSkWV7k1h9OJm5w0rRvk7GJc4l0b1LlAuCzNKKe+W2b36oZbWPmKIonL2hIzHNRGkPDYt3JpKcrvD54OxXVUxfHce123rmDiuVq9c4dVVL8NxIjs+wnrDqj4PJ/LovieVv+wM8/BJlUbLlMZFXjZFX2PhBABXckzImI6syHC58DYoJo6Km9J+nud4+CEebuxcy85SALBfLqY/E1+Gb5G9Ze9YHFWCnUdG7qQtvdHSnir8d8zbFc+Silp+sLJc9dimdl76K5MQX2Y+7AZLTTdQcdZVtEwKocl8964VjdvLXFnPSToOtLbMP3i1lCOacI699G8WJf7W80dGd1k85oaCw+UQq325OoOWTjnw5xDfDc0Te3Xvh9H7FLsA1GAwMHDiQGTNm4OeXff3ZwuDvqcHfU8PyfUkMaOluNSgNquSAs4OaY5e0We7fBageYGcpMl2vctaPAfhtfxKd6+Z+sG6nsb4yvWnlnJdD1i/vZXVwqzWYsPb51RkVq8dNivXjCqC28vtVFKw+H8jxCyYXW6Rz3Eed0x4A62VWyqNqd4QmNjY0uffu+sPh3dcZbGNjaWN8ZDzxbiZ6t64AO3ZgfK4r+uFvUuPruRmCUjuTDm3VGijn1Ja9tGqTiaarFlEv5LVMy9VVAEYj9q+GZjiPolZj7Nodm/Vr2evTgMHN5zLk4q8cuPgWpbavIVGr4rf9SUz9LY7ENIXgVj7ZdygqeLGJG+8svM2EPpn/9ho8YU/dSg68/FUk375eCrf/yup4Bbjy6aHBTH1zN8mHr6CftYG91CeoZw36fBHBqK6eDLon+UE5X1vqVnKgd1NXBn4ZwYoxZXgyMG+ZzcV/pI8W/ynKffPDMCfCu/s9seJAMr+EWH9/g1u6Uufta8wZ6purXBtPBtphMCocu5Ruta9fti+JbvVK/oU5kU9yUUYnK3oj2NuqMpZZqjoKzs+2BKE2KhO2Kj2GUp0hdk3GUkL/zLJ6/gxyUbbqp2t9mHphJKNrreeLOePxdLXjZoyBn3Yk0uGTm/zwv9Js/iuVV9tZXyVUr7IDahX8c1OX4TN9PxcHNRN7e9FrRgQr3vHPEOS+9Hkrdp5O4Zdh63DWpvN2vUXUaBbAq3PN26c+XBpDbJKRvZ+WzXBB/olOdgxu5Uav6RFMXRnH+J6yxL+gFfk9uHq9nnbt2vHXX3/RsWNHPv30U44cOcKYMWNo1aoVBw4cKOwmZhKXbKSsd87XDsp6a4hNzj4LoVqtYlg7dz5ZHvNfLdzMdp1J5eglLT0aPURGRVF0ZbeP7b77q5Wx4/D5dPMNLy/Sdu7F0Lc/6as3YAyqC5iD0v3NBlL53aFoF/6M8t9+XmNQXdLXbLD6Wto1GzDdcx5d6M/oVqwk4vtfCW4+h4V7R/KBeielVi4GGxvcnNQMbefOj2+WRmdQOHinbdlwc1Sjzaauo0qlYu6wUpTz0VDvnWu8vfA232+JZ9ofsTR87xp7Sldm2B+9AVg/6yiTmy3mSV9VhuD2XvUqOzC8swfzNxXs7ObjQJXD/0TJVRz75vwQm2zKsX8v7aFBZ1Cy/U67n1qt4tUO7ny4NCbb52w/lcqxy1p6NZa+XjyAPGSQrlnWjv3//Ndn3wmSK/Y3z/h6mscBJxKfwstFg0uHP8wztnf29j5o/eI7dZH/O69lBrjFKmi8hENx9Zh6YSSbOk7mf2+MwtPVHGwGeGv4oJcXS0b5MXReJImpJtxyWbc1PRefy5fbujOqqwdtP75J35kRfLUxni/XxdH+45u88d1t+i3ozvRDAwE4u/cmIUGhrJh5jCW7k1jwv9IZgts7XBzULPhfab7bkkByetGsHVuSFPkZXFtbW7Zu3ZrhvgkTJhRSa3LH282Ga9HWU4crisKNGAPerta/BIa2c+fYJS09P49gbE8vmlZ3QKVSEZtsZMnuROZtjOenEX442+ftWsX5cB37z6VhMEK1AFuaVs9ddmdRtLSp5ci4JdF3ZwDuBKteXqSv34zDc104Ongc/57zpMPTThjr9UUL2M790hzceuVwNdHLi/QNm7F/tguGkaMx9jYvP1rs1Y6Olf+h+TUT2rWbM52nVnl77G1VzF4XS9PqAdme/uRVLeV9s/86stWo+GywLyHdPfntQBKXb+lxdlAz//XS1K1kLi809UgwYRsusXzCXsr8toPFtwMZNL1Nlufr38KN+u9c5fNgnyw7IiGEdcWxb84P3q5qrkUb8HDOvu++FWfA3lZlngXLpTc6unP0kpbuU8P5sJcXzWqY+/qYJCOLdiYyd2M8S0b54ZTHvv5eRpPCzjNpXIjQY2cDLZ505Am/B8/8LEqmIW3c+HpTPM8/42xeeXUnWL1nRnde+ByGdPA3jxfvLEfOa/3ie2eK711OXaEv85Iq887Tq6n03M9ZnrdJdUeef8aFwxfSOXFFS7Ma2SdbTUozcSXKQGAuJqDAHOT2aerK7weTOX1Nh8YGRnZxp3NdZ0tt2FlhwSTHpfNhm2XsW3yansDlXc3w7lY5y3OW9dbQqIoD646m0LdZycy+XFQUmyRTufUoywRl5+A/aYT8dJv9U+/undUbFGKTjdhqVHg6qzl+Wcvr8yM59Fm5HJfKmkzmWlM/bE0gLsWEq6Oa2wlGOtRxYmQ3zwwlCXKzBxfMexTfDb3N+XA97Z92wk6j4uD5dHQGhYl9vOmQw/7EnPbxZipFdB+9SbG6BFhRrB+HHJYHKzkvMba2xNl83Przc2wDObchp1munH8Hd/97zZFkPlkWy8+j/ahe1i7D+c9fT2PAnNuM7enJC43u+VI1GbOfuSWLFaj3lZRqP/EGnw7woWFl22zP89ZPt1m+N4nz8ypmeSFGQaH7p+G83tGdbg0yz0486OWW+m9fof3uXZbbI3/pjn+VzB3jU6OusHViWfw8i/x1vjwr6DJBCcbsl1MCuNvcnbmXJFOPt+JUJsiaSb/FkpBqZMY9Zbu0enP/7minwsPZhs9WxhIea2T20AfLMGo0Kfy0PZHvtiQQl/xfX59opHNdJ97q7pmp/FBe9uCuPJTMhF9j8HBWU/8JB9J1CptOpPB0eXtmD/WlnE/xKrMm8p/eoPDctHAq+9nyxUu+mUpTzloby5I9KWz7OADPey/0ZFV26kHc93ydQSHw1X+5MDcQN+fs/y6PX05n0Oxb2NmqOfJZoCX4vN93WxLYdSaNJaMLZgvFxG+ukvDdTsvtN3/sRKWgzHuCP/glGh83G0Z388x0TDwYa/1KyR3ZFaKGVR3wdFHz+ao4Brd0Zf7mBJbtTUKtVqHVK5T11pCYamREF49cbTRXq1W81Mad4NZu3IgxkK5T8PPU4OpoDha0eoX1x5LZcCwFXyDkxyj6NHOlYRWHLAOwy5F6np8Wzqiunvz6tpvly0tRFPacTWP4d1FMMSh0zyLYuMPeNuuryCaTwp8nUlm4PYET/5oTD9SpaM+Qtu50eNpJNtYXoJ6N3DCZVPT6PIKGVR1oU8sJgB2n0zjwTxqf9PWmd9P7lu3aPOBXgDrj4xNSTPh7alBrsj/PqG6eLN2TxLqjyfRtlvH1FUXhk2UxGIwKnYKc87yoNS7ZyLFL6eiNYGerpscvfShrSmXuwLXM6b8WlQo+PTTY8nlI15lITjNlWeNSCCGy83IbN5p/eJ3u9Z0J9LFl7oZ4VhxIxsFWRYrWRIVStly9rWfLR9mvWMmOzX/bkoa2deNatAGtXsHPQ5Nh6aWiKOw7l84ve5KwB16ae4tnG7jQrb5zhkAkK0t2JzJ5RSw/Di9No6oOGb4P529OoNOkcDZ/FJCrLVY5iYw375Fcti+Z2wnmOsE9GrowtK0bFUpJEF2U2WpULHvbn9fmR/HkqKsMaOFKpdK23Io3rxz0dbdh3bgyGYNbeLjgNovnJ6ebsNOorAa3YM5/o9UrVC9ry4gFt/lqmG+mIHf/uTSm/hHLH2PKPFwb75GuM3HgfDrJaSbK+tjiGehGwsguvF5Dz/w3tjD35U0AjF/7Aj5l704sRCUaqVRaPgMFTWZwC0hkvIHnpoZzM9ZAu9qOjOnhRSl3DasPJzFrTRyoVDR4woHv3iid7dWm3Dh5RcvgORFU9rPjxSYu/BWyksBPnmPRzkQCvDT8MKJ0pqVUA2dF0Li6I8M7e2R5zhP/ptNvZgTHvyj/QMs3dQaFV7+J5NptPa939KB1LfNSkR2n0pj/ZzwezjY84afhVrwRZwc1nYOc6VzXOVeFt0XupWhNrDyYTNhl8+zZ0xUdeKGRS4EEc50+ucHYnl60fNIp28fEpxipHXIFdycbngy0o3dTV3zcbLgQrmfRzkRcHNQsGuWX43L9rEQnGvlkeQwbj6dQp6I99hoV+86l4eqoJnSkH0GVHFj01jbO7rkBQJ9JzanTqRLL9iWx8mASv76df51dUVTQM7iJOczguskMrvhPSZnBBdjzdxr9v4xAZ4B+zVwZ1dUdBRWLdiTw3dZEvFxsaP+0EzNf8snXLT8xSUYGfHmL6CQjL7V249K41dSf3YMlu5O4Fm3g17f8eKpc1slzElKN1Bp9jc0TAjLNBN8xeUUslyP1/Dg8+0y0uXH4Yjr9Z92ia11nXmrjRoVSGm7FGfl5dyK/7EniyyG+JKeb2HIyDa3eRKXStgS3cqNqGVkmXdScu6lj2d4kIhOMuDup6dHIhQaV7R/JVjaDUaHca/9ycmZ5fNyyHx/sP5fGu4ui+fOjAF6aG8mFCB1D27pTq7wdiakmfjuQzL5zafzwv9KWC/8PQ2dQmLYyloU7Eqlc2g5vVzX/hOtRAbfiDVyaVwFHOzX7fvuHFVMOWp43ZXc/dDY21Bp9jcOfBZbo1WOPirV+RQLcAmI0KTQde52gSvacu6HjYoQeWw20fNKJl9u60bCqIwNmRdC4miNvPZu3ZQpXovR0nXyTzwb70K2+ebb1zhJlk0lh/JJoTl3Tser9MpYg+tptPe0n3iBsZnmre3n6fhHO8w1dMs24WTN28W1uxhpYMNwvw5Xk5DQTr31ziz1n03mynB0jungQl2zit/1JXI82sPBNP2pXkGy2xdEPWxM48E8aC4Znv+Tn2z/jCftXy6yXfVl92LzSIDndhJ+Hhr7NXWleI2/7vm8nGnh2Sjjtn3ZiVDdPS4B8PVpPiw+uo1GrCB3pR5PqjqTEpzO5/TLLc7c1b860IX750tkVpMuRekJ3mJdV6fQKT/jbMrClG21rO1ktc3BHUQ1wQ0JCOHr0KHXr1mX27NmW+1977TVOnz6NSqVi3rx51K5dO1/aLApfSQpwU7UmaoVco2l1B45cTCcqwYiniw09G7kwrJ0bfh4auk0JZ2hbNwZnk+zuQekNCh0m3aRJNQcm9fVGrVZlWKK84kASY3+OYccnZbOcgZ2/OYGD/6Sx8M3sv6vjUozUDrnG8emB+LrnbfAdlWCgybgbfDXMl05Bmbc6fb8lnncWxdCoqgPBrdxwcVARdlnLol1JdHjaidlDfXOciRaPj/99F8UTfrZWx8mvzo+kVjl73uzigaIoHL6oZdHORK7e1uNop6ZTkBO9m7haVj0+DL1Bod+sW6jVMHWAD5X9zDOximLe19535i3qV7Zn3bgylnHN79MOsXfZOcs5kod14Pvh/g/dlsJ2IVzHgm2J7P47Db1RoVoZO4a0caPNU46PbLWmtX5F1ucVgOR0E+N+jiYizsCfYSlEJhh5vqELv48pw09v+tG8pnnP66T+Pvy4LQGdIW/XGOZtimdgS1dLcHsvtVrFpwN80BsUtp5Mtdwf9q+WJtUdc0xU0f5pZ45e1Fp9zL1ikoysOJDMl0NLZdqvMeSrW3i7aTj8eTkuRuhpUs2RgS3dWD02gI/7etNvZgT/RllPyiWKpt5NXTl6KZ0/DiZlefz0NS2z18fzRicPHO3U9G3mxqJR/vzxXgDzXitNi5pOeb4SPGFpDJ2CnPmkn0+G2d9AH1t+GO6HSVEYNDuC8Dg9zh4OfLRvEGWefQqAtnv2kLzpVJ5e91H5cVsCXSbdQK1SMWuILz+96Ufnus58vjKWF6eHk5RWBLIwqnL4ycLx48dJTk5mz5496HQ6jhw5Yjn2/vvvs2/fPn766Sc+/vjjgm69EA9EURR2nUml46SbxKcY2XE6jUAfW75+pRR/zy7PZ4N8qOJvh6ujmk/6ejFvUwL5NYew9mgKdjYqJvfzznLw2KuxK32auvD1xvgsn3/4Qjodswg47+XpbEPdSvaEXcl933+/hTuS6BzklGVwe/xyOlP+iKN/M1dqBNjRv7krzzZwYUIfb07NKkd0kpGRP9zO82uLkmd4Z3e+2hTP8ctZV2JYfTiZnafTGNDCvARYpVLRsIoDX79SinXjAvjtHX+GtnXPl+AW4IftiegMCr+M9rMEt3det/VTTmz+qAz7/0mn1/QIS5tfeO8Z+i7rg87HHIC5LNjMjL5r86U9hWXuhng6Tr6Jk52Kea+WYvFIP9o/7cRHv8bQa0YEKUUgS7QEuPksPNZAp09usPlECv2au3L8i/JsnhBA1QBbgufcYs76OMtjqwfYEeCl4ehF6yVUspKuMy9DfalN9lfC1WoVL7dz5+ediZb7TCYFm1z8q2tseKCOed3RZNrWdsLLJeMykt1/pxGVYGTmEF/8PDW0fsqJdUdTLMe7N3BhcGs3vtoQn+vXEkWHq6OaX0L8+XhZDP/7NpJDF9KISTJy7qaOj5fF8OL0cD4b5MPT+TxDfzvRwJa/UhnVzSPL421qObH+A3MdukZjrlHzzX+pPuIKB5zL0P6HXgAcWH6OsQ1Cib2ZdXBemNYfS+brDfH8OaEsE/p4E1TJgWoBdvRr7safE8pSwdeW1+dHFnYz81Qm6ODBg7Rv3x6Adu3aZSgnU7FiRcCcodfGSvIzIR41RVF4Z1E0o36MRqtX+CLYh79mlmNUVw8W7Uyk25RwElLvlv1rUdORpDQTFyPy5+Jt6M5EXuvgbvWC4Cvt3fllbxL6LC6amxRy1ffbqMH0EGPTZfuSeKl11rPWU/+I46MXvZnQ24vl+5MyjDGc7NWEvlma7adSOXtDl/cGiBLlyUB7vhpaip7TIxi3JJoz17XEJBk5dCGdN76N4t1F0Sx/2z/T2LMgKIrC91sSGPuCZ7ZbC5+u4MAr7dxJ1SkEz42k3Gv/Uu61K7z2bRQ1Qloxef8A1BoVN/+JJSQolGWf7C/wdue35fuTWLA1gT2TAs3jk4r21Chrx0ut3dg9qSzerjb877uowm6mBLj5yWRSGPhlBC82caVuJQcaVXXEw9mGst62vNnFky0Ty7JkdxJrDidbnuPjZpOnmZjbiUacHVT457CGv04F+wyzo0+Vs7dkS7Zm95k0niqf+6AkOtGYZZmXxTsTebmtm+XLoHwpDbcTM9b+fam1G2sOJ5OiLfwrPuLB1Qy0Z+ekQJ4sZ8+Y0GiavH+NgbMiMCkKGz4sazVZWV4dOp9OwyoOVkt1VA+wY3Q3T3o1dmXn5ED+nluBX97yp01tZ6YeCWbYNx0AmP78H0zv8Ue+tzGvFEXhi9VxfB7sQ3nfzIkobNQqPg/25ewNHX89xExLflCprP9kJT4+Hjc38wDY3d2d+Pj4TI8ZO3YsI0eOLMCWC/FgvtqYQNhlLbsnlcXD2YYqZezwcrGhaz1n1o0rw5OBdrw2/+6gTqVS4eNmQ2I+rbS4HKknqJL1Prm8ry02avNS4/s9Xd6OXWfSrD4/Jd3EscvabPfx5sbtRGOWSaRuxBg4cjGdvs1c8PPUYDBCqjbjOMTJXs3gVm4s3JGY6fni8dWlnjM7PymLrY2KfjNvUffda7y5IIqqZWw5MDWQOhUfzRa38Fgj8SkmGlW1vjXnxSYuJKeZ+OuLcoTNKMeJL8oRNiOQEV08cHbU8MWRwUzd2x+AgysvEBIUyq4lfz+Kt/DQFEXhs5VxfP1KKQKy2AqhsVHx1bBS7PsnnX9uFu6FKglw89HO02moVDCyqwf+nhou3sr4j1vaQ8OUAd7MWR+HoigoisLFW/o8bTS3t1WRqlUwmawHqsnppgy1+KqUsaNqGVtW7M9+1uryLR17zqbRq3Hua3R5ONsQEZe5U70cqadupbtfBhFxBjycM/7ZlfbQ4OmiJjLOkOvXE0WLp4sNwzt7sGtyIP98XZGjM8rzcV8fKhZQtky9QcHRPuelzQ52KowKlHLXZCpRVLm+P1OPBOP3hCexN5IY2yCU8wdvFkh7H8TfN3Qkpplo/VT2+4M1NioGtnTj1z3FbyDo7u5OYqK53YmJiXh4eGQ4/uWXX1KzZk2aNWtWCK0TIjO9QWHuhnjmvVoKNyc1ZTxtuHDPzKxareKzQT4cv6y1DOq0eoWrt/U5XoTOLXtbFck5BMsGo0KaVsmy/u7AFq6sPZLCzZjs+9mFOxNpUs3hobIoezqrCY/N/Br/RuqpUdYORzs1MUnmsYKjXeZ21q9sz8VbsmVJZFTe15aP+3pzclZ5rs6vyOHPyhHS3TNPySnzSmdUcLRT5bitytFOhc6ooFar8Ha1wdvVJtNzHJxtmRUWzEcbegKwasYRQoJCOfNfQsyi6sglLWoVNK2efZBvb6tiUAtXluwp3NVxEuDmo98OJDGwpRsqlYreTV1ZsisJgzFjANr6KSdikszLlnb/nYaDrYra5R88c6Cvmw1lvTXszOGK7KpDyZkS6Xzc14fJv8Ww9khypmXI/9zU0eeLCMb19MqwZ8FoUth+MpX5f8bzw9YEzodnDN671nNmU1hKptloO43KMjObmGrkz7BUutbLuDdHURRStYpkUxa59oS/HccvaTHmcIHn6MV0qvhbD7JHLX2W99aaly3/9OZWxjYIxZhDneeCFBFroGIpDeuOptB/ZgQtP7hO18k3+WpDHLHJdy8iVfG3JSI+80Wloq5x48Zs27YNgK1bt9KoUSPLsc2bN7N//34++OCDwmqeEJns+juN8r62luzD/Zq78uO2jPtr7TQq+jd3Zdk+86Bu5aFknq5gTxmv/Alw29V24o+DyVYf8+eJVGoG2uHulHnQ7+uu4e1nPXj+s3Au3RdAKorCr3uTmLkmnom9vbM8d3SikUU7E5m7IZ7l+5NIzmaPXc9GLvy8O/PA1k6jsszYLtmdRI+GzlnuJU7RKtjLWEAUQX4e5hUZN6xcJALzfveq/rkb13v6uzArLJjRi7oAsGDkNkKCQgm/EJfDMwtHeKyB8r62zF4fT7uPb9B47HV6TY9g1eHkDFsjqgbYZXmh61GSADcfRScaKf9fkfTaFeypGWjHe4tuYzCaLANxtVpFWR8NZ2/oeGfhbUK6e+YpyY5KpWJoW3emr4wlXZd1R3P5lo7f9idlyuJYq7w9P4f4M/X3WFp9eINpf8Ty5do4+swI5/lpNxnVzTPD3t41h5NpOOYa01bGcj3awN83dLzwWTgvfHbTsvzZz1NDhzpOjPs5OsOscqunHFlzOAWjSWHckmg613WmtEfGDv/Q+XTcHNX5UnuvqLsQrmPq7zGM/iGKj5ZGc+Rier4lIXmc1Cpvj6+7DRuPp2T7mKgEA+uPpdCnWc4rETz8zMuWmw+oCcAHjRez86fCSUKl1SscOq/l+60J9GzswlevlGJMD0/O3dTR5P1r7DhtThoXk2TExaFwB4J5yDFF3bp1cXBwoHnz5tjY2FCuXDk+/fRTAN58803+/fdfWrduzWuvvfYI3oEQOYtKyLgFp31tc033ySviMBpNlu/w8r62RCUY+eemjo9+jeHtPFZIyMrQtm4s3JmYbULGVK2Jz1bG8kq77PNyjOzqwctt3Wgz8QZ9vohgxuo4PvkthvpjrvPlunhWv+9PtftKCKWkm3hzQRR137nG9tNp3Iw1sOJAMk+OvsrkFbGZLjIOaePG8v1JHDqfMbfI0xXsuB6jZ+vJVOZsiOf1jh5ZtnHloWTa/FdiUNx1OVLPp7/HMvz7KN5bHM3es2kydnjEHO3U9G7iwvdbErJ9jMGo8N2WRIa0ebDs6eVr+TIrLJjBn7UEYHrvNYQEhZIUY30S61G7EKFj+6lUzt3U80FPL759vRQvNnFh3qYEWn10g1v/rcSMSTTmW2KvvJIyQfno1XmRtHzSkQEtzX/YW/5KYeT3UcSmmAPQ0u42dK7rxG8HktCo1YR09+SNTh55fj2TSeF/30UREWfg477e1KnowNgGoUw6OJiNx1P44Jdo3uvhRf8WWX/QFEVhz9k09p9Nx2BSqBZgR7f6zhlq3y7fl8SU32P47g0/nqlyd0mCzqCwcHsCX22IZ+34AMr72pKiNdF/ZgQaGxXDO3vQ6klHbsToafXBDaqVtcNeo2LJW/4ZlorqDQq9Z4TTtZ4Lw9oX79IR1iSnmxi5IIqD59Pp28yViqVsiUowsGxfEt6uNvww3C/frvQ/LvaeTePVbyJZPMqPepUzLpeJTjTSf1YEbWo58f4LXg90Xr3WyEfNfrbcHr+5Dy6e1vfc5BedQaH9xBtci9az4YMAapTNuLfo4Pk0Xp57i9/GlOHd0Nu82cWTznWzz4xa0GWCUrA+EHXmbudc3EvDiIdTnMsEbQxL4asN8awfHwCYg8n5fyYwbWUc6Xpz4sagivY42atITDVxLdrA1IE+9MvFxbUHsWBrAjPXxjN9sA+dgpx4p94iZh4fzJFLWsYvieEJP1vmveqb40XzlHQTKw8lcyFCj61GRZunHGlczSHT87R6hRc+D6eMl4bPBvlkSORzI8bAq99EUrG0LV8Ny/iaW0+m8so3kQxt685Lrd0o660hOtHI4Dm3OHJJy+yXfejfPPO45Oglc/bZU7PKF/rguKhI15kY9eNtNv+VSt+mrlQLsCMmycjSvUk42KpYNNKPSqULZiuQyOx6tJ62E28ysY83/Ztn/HzrDArDv48yVxV5x/+hSuX8+e1fbJp/wnL7swMDsHMo3DHiyatanpsWjt6osHtSYIa/O0VRmLYyjnVHU9jxcQCtJtxkcj/vAi/FKHVwH5H1x5KZtzGB9R8E8PnKWJbvS+J/nT3wcFbz274k8966VBOpOoXFo0rToc7DJ98xmhS+25zAgi0JONqraL5lB+uatqS8ry0h3T1oW9t6WQBrktNM1H3nKmvGZV8Y/su1cZy8quXHEebaelq9wrJ9SSzcnmDJhOjvqSEpzcjMIaXoUs/ZUr/zn5s6JvwajZ1GxY8j/LLNSlfcGYwKfWZEEOCtYXqwb4b9USaTeW/X0j1JbPwwAM9HkAmwJNl8IoVRP0QRVNGBrvWcsbdVcfB8OqsPJ/NyWzfef8Erz2WITm29wi9jdwHwxDP+DP26Q342PUurDyfz07YEmtd05OD5dJaE+GeqCTlvYzwbjiUTmWDkwLRyVj83BR3gpuYQ4DpJgCv+U5wD3HSdiRqjrrJtYlncndT0+Cyc0h4aXu/oTkyigUU7kzh7U8ftRBPlfTSset+fyn4PvvUoNzYeT2HGmjhuxBjosncXu9u1Rm9UeKOjO6+1d8/X+pMLtiaw9mgKK8dkPVhPTjfR4oMbfPmyLy1qZvwuuBCuY/6WBJbvSyZVa0Jjo6J7fWf+vq6jRqAdH/bysiSj0hkUVh5KZtySGL56xZfOOZQzelwoikL/L29ha6Ni/mulMpR3VBSF77cm8uW6eLZPDMhTLheRN+du6ug/6xaujmr6NXfF20XNuZt6Fu9KpGEVB+a/Vgpnh/y5QPPTOzs5ue0qAC6eDnyyrXeexzQP6+WvI6lX2Z7oBCN/39CxZHTGcbuiKHSeHE61ADsO/JPGwamBBV4PVwLcR8RgVGg+/jqNqjpw6Hw6a8YF4ON2N2CJTzHy/LRwape348A/6eybWi7fCpobTQqnr+n49cVfeWVtPyrlQ+f60/YE9vydZgles5KUZqLeO1fZPTkw0xfsnf3HGhsVW06kMHNNHLfijTzhb0tcspHIBCMvtXZjZFfPEr3/dt3RZPPV/w8CLMH9/UZ8H0ml0nZWi5mLrKVqTaw6lMy+c2kYTVC1jB0DWrhmWgqfVxNaLkGXal52Mzy0K2Vr+uTLebPSZ0Y4/Zq70a2+M6/MiyQ6ycg7z3nSoqYjKpWKGzF65m2K54ctiWz4sAz1KlsPMAs6wE1TWb8666jcrcFd3IIakb+Kc4ALMOX3WA5dSEcF1Chrx5QB3paBpqIoTPotloPn07DVqKlf2YEPX3ywlSMP6kK4jnldlxL8R19ql7fL94Gkoig0HnuDzwf7ZApe7/X9lgT2nE1j0cisxwmKoqDVmxNfqVQqUrUmpvwey8+7k6jsZ4uLg5oz13XUCLBjXE9PGleT5cl37DqTyjuh0eybEpjtWHHMomhsNfBp/4Lrl0RmRpPClr9SWX8shaR0hQAvGwa2cKNG2fy/sKUoCpO6/k5chHlLVs0WZXlldtt8fx1rElNN1Bx1ldNflsPJXk3/WbdI15t473kvmtUwr/64EqXn7YW32f13GvunBlIll/uQH4a1fkUu+eQjjY2KxaNK0/KDGzSt4UhEnAFvVzVpOoVVh5KZsz6ejkFOTOzjTY9p4Ww8nsJzz+RPCRUbtYqnK9jzK+RLcAtw7FI67WpbH8C6Opo787+uaDMFuPde2Wlfx5n2dZz556aOm7EGnOxV1KvkUKID2zsW7Uzklfbu2Qa3AK939GDglxGM7uZR4Fe8ShonezX9W7hluxT/YX28awCRl+L4su8avg5eD8CUw4ML5CrqzVgD1QJs0dioWDC8ND/vSuSjpTHcijPgYKciXafQq4krZbxs8HKVr28hHpUxz3vy4hcR7DqTxoAWruiNYGujcOhCOl9tTOBihJ61Y/1J0Sq0+ugGbz/rkWHGLb9VKWPu5wuqREqKVuHfKD3Na1jfntExyImZa7NPiKNSqXC4J1uyk72ayf19GN/Li2OXtKTrFSqWsqWynyyzvd+P2xJ5tb271YmQNzq50/qjG3z0oneW2bNFwbBRq+gU5EynR7DaQKVS8dGGXhh0Rt5t+DN/775BSFAo7YfVosvwugX++gBRiQa8XNWW0oxLQ/z4cXsiby28ze1EIw62KtL1Ch2edqK8r+0jCW5zIiOkfKZWq/F0saHBE/YMnn2LW/EGVCpz9uRPB3hblgz3b+HGHweT8y3ALQgmE+Qm1lKrzEXkc6NagF2mJBYl3bkbOhpVtX5V+qly9iSmmkhKM+FupbarKBylK3sy9UgwS8ft4uSWK4x7ZhE9P2xC/Wer5OvruDioiUs279m3UasIbu3O4FZu3E40ojMo+Lpp0NjAb/uTcM5FmSQhRP7Q2KgIqmCPvUbFD9sSefW/mreVStvycls3vnm1FK6OanyBpyvYs/1UGt3qF9+ltiZT9rWs76VWqXLd/9/L0U5NsxoyW2vN2Zs6xvSwvqqrYilbnOzVRCYYKOcjFwlKMo2dDbPCgkmOTefDtsvYsuAUWxacYsDkZtTvWrlAX9vFXk1Cqjlhro1aha1GxWsd3Hm1vRtRCebxSWkPDQfPp3MpMqZA25Jbsos/n8UlGynjpeHd570Jm1meq99V4sb3lVgS4p9hP2yAl4a45KJd4qN2BXt2/W09g1uq1sTRS+k8Gfh4Ba0PwtZGhdZgfQRgNCkYjKB5DGa0i7N+U1oyYUc/AH6ftJ+xDULRpuZfzcbOdZ357b4a1SqVilLuGsp622Jvq2LziVSe8LellHvhX5/MSxZlIYqruBRzfepNHwYQs7ASUT9W4tj0cgzv5JEhKVIZT02Gkl7FkaujCj8PDYcvaq0+bsfpVOpUKJhZ5MedxkaFVm997HBnCbhGVn49Nly8HJgVFsx7K54DYMkHewkJCuXyiagCe00/Tw2VStuy+a/UDPerVCpKe2gI9LHFTqNi6Z4kutUrGhf2JMDNZ96uNtyMMVj2n9ppVFkuOb0erc+wP7co6tPUlS0nUrl6O/sB/C+7k6hX2YFyvnLlMDuNqzuw4Zj1+oU7TqVSLcAuQ4ZpUTQ5uNgx9Ugwz73XEICJLX/h90n78uXc/Vu4svF4CscupWd5PDHVyLQ/rJcCEUIUDB83G65Fm/tD9X+zGFm5HqPHx7Vo9+85UalUDGvrxux18dmWo9HqFb75M4Gh7Qpme8jjrll1R9Ydzb4UHsChC+m4Oanx8yjef2/iwflV9mBWWDCvf9MegLlDNhISFErMzcx1qPPDGx3dmfRbLImpWZcmPXwxnY1hKQxqWTS+D2Q0nc8qlLKlnK+GLfdd5bjf4l1J9GxcdJcnA3i62PD+C170nhHB+XBdhmOKovDb/iRmro3jw2wKwwuzIW3c+WFrYrZX9HUGhVlr43m5bdH4UhC506hXdT49NBiAo2suMrZBKLevZl8fLzd83TTMHVaKQV9G8P2WeBJTzX8zRpPCn2EpdJ8STvMajjzfsIh8d8gUrniM9G7swq97k63Oql28pePvG7oSUct1SBs3bsYaeP/nGNJ0GQe18SlGgufeomIpW9oVcCmQx9WwdubaxxH/1Ra9n9Gk8NnKOIa2dZPcHY+xao3KMCssmJ5jzRfdJ3f7g5CgUNKSdDk888G82NiFJtUc6DT5JhvDUiw1sONTjMzbFE+fLyL49vVSRWbyTrIoF4D1x5KZ8GsMa8cF4J9F6vbvt8SzcHsiuyYH5ntpnLENQpl6JDhfzxm6I4Fpf8TydAV7GjzhQLpeYd3RFOxtVXz1SimeKifLk3IyaXkM20+lMmdYKWqVv/v7uhKlZ9zP0Whs4Kc3/awmohJF19W/opg/bCNgXj40/s8+D3W+k1e0fLUhnm2nUvFxsyE+2UjF0ra80t6dFxq55DrBVUFnUdaqrQ9s7U2SRVmYFfcsynf0n3WLUu42zHzJJ1NQkZJuoud0c/3tMc8XfEb8kKBQZoXlb39/v7gUI8O/u82B82m80MgFPw8Nl2/pWX8shZ6NXfhskE++VYMQmc1cE8fPu5OY/3opGlS2t3z334gxMH5JNLHJJn4fk7mcnHh8rZh6kH3L/7HcnnFkEDaa/JnPVBSF5fuT+ebPBK5E6fFwtiE60Ui7p50Y3dWjwJLeZeexLRNUmJ3onPXxfL0pnv91dOfFJq64Oak5dVXLt1sSCbuczur3y1hqwOWngurw0nQm1hxJ4Z+bOmw1Klo96UijqpkLw4us3VuzztfNhsp+tkTGGzhzXcfLbdwY+4LXY5FRuqSbHbyBKydvAzD0yzY81TLwoc6XkGokKsGIq4M6T3UOC+L78N5z6tTW99rYme4uryvOQY14eEWlb35YCalGXpxxC1sbGN7Jg2Y1HNEbFTYcT2HuhngaPOHA3KG+j2RG7VEEuHdcjtSz5kgyCSkmSnnY0KuRC75FIA/A42DJ7kQ+WxWHq4OaqmXsiE02EvavlgHNXZnQ2wsHO1mMKTK7dzxStoYXb//SPV/PHxFnIDndRCl3G9ydCmfWVgLcQnLsUjrfb01kU1gKaTqFCqU0BLdyY0AL1wL7Y3iUHZ54cAajwt6zaUQmGHFzUtOypmOBlpIQj17C7VQmdvjNcnv64YFobIvel39+nFNnk0OAa5QAV5gVpb75YWn1Cn8cSuaHbQmcuaZDY6OicTUHXmnnTrvajo/swq/0948Pk0lh/z/p3Iw14OqgpsWTjrg4yNhBWGcymninwWLuRHqNelShz0dNCrdR+UgC3MeIdHhCFA0b54Wx+fuTAHR4pTad/xf0yNtQ0AGuPocA11YCXPGfx71vLgjS3wshciM9Rc/YZr9YbvcY8wwt+tUoxBblD2v9ilz+EUKIAtD5f0FMPzwQgM3fnyQkKJSE29aTzwkhhBBC5CcHZ1tmhQXz4fqeAKz8/DAhQaH8vedGIbes4EiAK4QQBURjay7MPmx2GwAmdviN2cEbCrlV+Uelsv4jhBBCiKLBq4wLs8KCGRXaBYDvR24jJCiU8Atxhdyy/CcBrhBCFLAnWwQyKywYNx9Hrpy8TUhQKP8WYFF2IYQQQoisVKjty6ywYAZNbQHA9N5rCAkKJSkmrZBbln8kwBVCiEfk4y29GbeqBwBz/ivKbjIV5zQIUghXCCGEKI7qdqrIrLBgOr7+NAAftVtOSFAoeq2xkFv28CTAFUKIR8i3vBuzwoJp+HwVAN6ut4i9y88VcqvyRsJbIYQQonjr9FodZoUFU6tNOQDGNPqZD9suozjnIZYAVwghCkHfCU2Ytq8/AL9PPURIUChpSbpCbtUDkghXCCGEKBFe/qI1M48PxqO0E8mx6bxVdxE/jN5e2M3KEwlwhRCikNg7mTMb9p1orks3rsVSQt/bVcityj2Jb4UQQoiSQ6VSMWHTi3x+0FwF4vSu64QEhbJxXlght+zBSIArhBCFrOFzVZh5fDAAJzZfISQolIhLxSCroUS4QgghRIlja2+uAjFpWx/gbrnDYxsuF3LLckcCXCGEKAJUKhWzwoIJ+bkrAJ/3WsP7TZcUcqusk/hWCCGEKLlcvByYFRbMmBXPAvDz+D2EBIVy5a+iXQlCAlwhhChCyj3pw6ywYKo28kebaiAkKJQTW64UdrOEEEII8Zjyr+zJrLBgXvu6HQCzXzJXgogNTy7klmVNAlwhhCiC3vimg2VpUOiYXUU0db/M4QohhBCPi+pNApgVFswL7z0DwKSuvxMSFEp6ctFKkikBrhBCFFF3lgZ1HVEXMKfuXz3zSCG36i4Jb4UQQojHT/O+NZgVFkyTXlUBGNt8KSFBoRgNpkJumVmRD3DDw8OpW7cuDg4OGAyGTLeFEKKkaze0FjOODAJg5+K/CQkKJe5WSiG3SjzOpG8WQgjx4vjGzAoLptxTPgC802AxX/RfV8itKgYBrpeXF9u2baNRo0ZZ3hZCiMeBjUZt3v8yz7z/5ZPOK/j8xdWF2iaVyvqPKLmkbxZCCHFHyOKufHHUfCH+xtkYQoJCWT75QKG1p8gHuA4ODnh6emZ7WwghHifVG5v3v/iWcyPiYjwhQaFcOBJRKG2RAPfxJX2zEEKIe6ltzBfip+7pB8CB388TEhTK7qVnH31bHvkrCiGEeGjjVvfgw/U9AZj36mZCgkIxGYvG3hchhBBCPJ4cXOyYFRZsGaOs/PwwIUGhnN1385G1QQJcIYQoprzKuDArLJjmfasD8Hb9xexYdLqQWyWEEEKIx92dMcqo0C4AfDdiKyFBoURciivw15YAVwghirkX3mvIZwcGALBm1rFH9rqqHP4nhBBCiMdbhdq+zAoLZtDUFgAsn1Twe3OLfICr1+tp164df/31Fx07duTQoUOZbgshxOPOzkHDrLBgZoUFP7oXlTpBjy3pm4UQQjyIup0qmmd0F3Yp8NfSFPgrPCRbW1u2bt2a4b77bwshhHj0JIZ9fEnfLIQQoqgq8jO4QgghhBBCCCFEbhT5GVwhhBBFk5QCEkIIIURRIzO4QgghhBBCCCFKBJnBFUIIkUcyhSuEEEKIokVmcIUQQuRJXpMoh4SE0Lx5c0aNGpXh/tOnT9OsWTOaNm3KyZMnC6jVQgghhCjJJMAVQgiRN3mIcI8fP05ycjJ79uxBp9Nx5MgRy7EPP/yQpUuXsnz5cj788MOCbr0QQgghSqASvUQ5ISGhsJvwyE3c+fxj+b6FEI+eLuXBv2sOHjxI+/btAWjXrh0HDhygQYMGAMTFxREYGAhAfHx8vrVTFC3SR+UP6e+FECJrMoMrhBDikYmPj8fNzQ0Ad3f3DIGsyWSy/LeiKI+6aUIIIYQoASTAFUII8ci4u7uTmJgIQGJiIh4eHpZjqnvqDqnV0j0JIYQQ4sGVuCXK7u7uhd0EIYQosR72O7Zx48Z8++239O7dm61bt/LSSy9Zjnl5eXHjxg3UarVllleUDNI3CyGEeFTkErkQQohHpm7dujg4ONC8eXNsbGwoV64cn376KQAff/wxffr04cUXX+STTz4p5JYKIYQQojiSADeXwsPDLQMzg8EAwKJFi2jbti2tWrXi5s2bQPblLwrT/W1PTU2la9eutGrViueeew6tVgsUvbYfOnSIJk2a0KxZM0JCQgCYPn06zZo1Y8CAAej1+mzvK2z3t/3ff/+lefPmtGjRgv79+2M0GgFYsmQJTZo0oVu3bpZlm4Utq987wB9//GFJAATF4/cOsGXLFtq0aUOrVq04duwYUDzabjKZGDhwIC1atKBdu3ZER0cDRbPtD2r27Nns2bOHuXPn4ufnx/jx4wGoXbs2+/btY9++fdSpU6dwGylKvOLcr+ekuPb7uVGcxwY5Kc5jh5wU57FFTorz2CMnxXVsIgFuLnl5ebFt2zYaNWoEwM2bN9m1axfbtm1j586dBAQEWC1/UZjub/umTZto2LAhO3fu5JlnnmHTpk1Fsu3ly5dn+/bt7N27l6ioKHbt2sWOHTvYu3cvtWvXZtWqVURFRWW6ryi4v+03btxg3bp17N69m4oVK7Jhwwb0ej3z589n9+7dDBo0iG+//bawmw1kbvupU6cAWLFihaUTKi6/91OnTvHtt9+yZcsWdu7cSb169YpN2/fs2YOdnR27d+9myJAhLFmypMi2XYjiqDj36zkprv1+bhTnsUFOivPYISfFeWyRk+I89shJcR2bSICbSw4ODnh6elpu//nnnxiNRtq2bcubb76J0WjMsvxFUXB/2ytXrkxKSgpgzmjq7e1dJNvu5+eHg4MDALa2tpw5c4ZWrVoBd9t49OjRTPcVBfe33dvb27IHzdbWFhsbGy5cuECtWrXQaDRFuu02NjZs2LCBdu3aWRL/FJff+549e1Cr1XTu3JlBgwaRkpJSbNoOWK7W3/mcFtW2C1EcFed+PSfFtd/PjeI8NshJcR475KQ4jy1yUpzHHjkprmMTCXDzKDIyEp1Ox7Zt23BycmL16tVWy18UJVWqVOHAgQM8+eSTHD16lCZNmhTptp88eZLbt2/j4eGRqY1Fud1wt+01a9YEzMvGtmzZQocOHYpV20NDQxk4cKDlWHFpu6enJxEREWzcuJEmTZrw7bffFpu2N2vWjLS0NGrUqME333zDCy+8UOTbLkRxVpz79ZwUt34/N4rz2CAnxXnskJPiPLbISXEee+SkuI1NJMDNI3d3d1q2bAlAmzZtOHv2rNXyF0VJaGgo3bt358yZM3Tt2pWff/65yLY9NjaWESNG8MMPP2TZxqLabsjYdgCtVktwcDDff/89Go2m2LR9+/btNG7cGDs7O8vx4tJ2d3d3mjVrho2NTbH4nN7b9s2bN+Pr68vZs2eZOHEiM2bMKNJtF6K4K879ek6KU7+fG8V5bJCT4jx2yElxHlvkpDiPPXJSHMcmEuDmUZMmTTh58iQAJ06coGLFijRu3Jht27YBsHXrVsvel6JGURS8vLwA8PHxISEhoUi23WAwMHDgQGbMmIGfnx8NGjRg165dwN02ZnVfUXB/2wFeffVVhg8fbrkiW7VqVU6fPo3RaCzSbT99+jRr1qyhU6dOnDlzhg8++KDY/N4bNGjA2bNngbuf0+LS9qw+p0W17UKUBMW5X89Jcen3c6M4jw1yUpzHDjkpzmOLnBTnsUdOiu3YRBG5otPplLZt2yoeHh5KmzZtlIMHDypvv/220rJlS6Vnz56KVqtVFEVRRo4cqTRr1kwZMWJEIbf4rqza3qFDB6Vly5ZKu3btlJiYGEVRil7bf/nlF8XHx0dp2bKl0rJlS2X//v3KtGnTlKZNmyr9+vWz/M6zuq+wZdV2FxcXy+0//vhDURRFWbRokdK4cWOlS5cuSnx8fCG32iyrtt/RtGlTy38Xl9/7zJkzlebNmysdO3a0/K0Xh7bv3r1b6dmzp9KyZUulefPmysWLFxVFKZptF6I4Ks79ek6Ka7+fG8V5bJCT4jx2yElxHlvkpDiPPXJSXMcmKkVRlMIOsoUQQgghhBBCiIclS5SFEEIIIYQQQpQIEuAKIYQQQgghhCgRJMAVQgghhBBCCFEiSIArhBBCCCGEEKJEkABXCCGEEEIIIUSJIAGuEEIIIYQQQogSQQJcUWy5uLhYftRqNY6OjpbbS5YsKezm5UmFChXYunVrYTdDCCGEKLFk/CBEyaYp7AYIkVfJycmW/65QoQILFiygXbt2hdgi6wwGAxpNwX7kHsVrCCGEEMWZjB8K5zWEeFRkBleUOCaTiWnTplG5cmW8vb3p3bs3sbGxAFy5cgWVSsVPP/1EYGAgnp6ezJ8/nyNHjlC7dm08PDwYMWKE5VwLFy6kadOmjBgxAnd3d6pXr862bdssxxMSEhg6dCj+/v4EBATwwQcfYDQaMzw3JCQEb29vJk6cyKVLl2jTpg3e3t74+PgwYMAA4uPjARg0aBDXrl2je/fuuLi48Pnnn7Nz507Kli2b4f3de5V24sSJ9OrVi4EDB+Lm5sbChQuttkkIIYQQWZPxg4wfRMkgAa4ocebOncuqVavYtWsX4eHheHp6Mnz48AyPOXToEBcuXGDZsmWMHj2aTz/9lK1bt3LmzBmWL1/Orl27Mjy2cuXKREdH8/HHH/PCCy9YOryXXnoJjUbDxYsXCQsLY/PmzSxYsCDDcytVqkRkZCTjx49HURTGjh1LeHg4Z8+e5fr160ycOBGAxYsXU65cOdauXUtycjJjxozJ1ftdvXo1vXr1Ij4+ngEDBuTYJiGEEEJkJuMHGT+IEkIRogQoX768smXLFkVRFKV69erK1q1bLcfCw8MVjUaj6PV65d9//1UA5caNG5bjXl5eyq+//mq5/cILLyizZs1SFEVRfvrpJ8Xf318xmUyW4w0aNFAWLVqk3Lp1S7Gzs1NSU1Mtx3755RelVatWlucGBgZabffKlSuVOnXqZPk+FEVRduzYoQQEBGT7XidMmKA0b97cciynNgkhhBDiLhk/mMn4QZQksthelDhXr16lR48eqNV3FyjY2NgQGRlpuV26dGnLfzs6Oma6fe/+nICAAFQqleV2+fLlCQ8P5+rVq+j1evz9/S3HTCYTgYGBltv3/jdAZGQko0aNYs+ePSQlJWEymfD09Hyo93vva+SmTUIIIYTITMYPMn4QJYMsURYlTmBgIBs3biQ+Pt7yk56eTkBAQJ7Od/PmTRRFsdy+du0aZcqUITAwEHt7e6Kjoy2vk5iYyJkzZyyPvbdjAxg3bhwqlYpTp06RmJjIzz//nOHc9z/e2dmZ1NRUy22j0cjt27czPObe5+SmTUIIIYTITMYPMn4QJYMEuKLEef311xk/fjxXr14F4Pbt26xevTrP54uKimLOnDno9Xp+++03zp49S5cuXfD396dDhw68/fbbJCYmYjKZuHTpUob9N/dLSkrCxcUFd3d3bt68yfTp0zMcL126NJcvX7bcrlq1Kunp6axfvx69Xs/kyZPRarXZnj8vbRJCCCGEjB9k/CBKCglwRYkzatQonn32WTp06ICrqyuNGjXi0KFDeT5fw4YNuXDhAj4+PowfP54VK1bg7e0NwKJFi9DpdNSsWRNPT0969epFREREtueaMGECx48fx93dna5du/LCCy9kOD527FgmT56Mh4cHM2bMwN3dnXnz5jFs2DACAgJwdnbOlBXxfg/aJiGEEELI+EHGD6KkUCn3rm8QQmSwcOFCFixYwN69ewu7KUIIIYQoJmT8IEThkRlcIYQQQgghhBAlggS4QgghhBBCCCFKBFmiLIQQQgghhBCiRJAZXCGEEEIIIYQQJYIEuOKxNXbsWL788st8OdfEiRMZOHBgjo/r3LkzoaGhD/Vaa9eupU+fPg91DiGEEELkjYwfhCjaJMAVj6Xbt2+zaNEiXnvtNct9iYmJjB49mnLlyuHi4kLlypUZPXo00dHR+fa6GzduJDg4+KHO0b17d86cOcPJkyfzqVVCCCGEyA0ZPwhR9EmAKx5LCxcupEuXLjg6OgKg0+lo27YtZ86cYdOmTSQmJnLgwAG8vb05fPhwIbc2s379+vHdd98VdjOEEEKIx4qMH4Qo+iTAFY+ljRs30rJlS8vtRYsWce3aNVauXEnNmjVRq9WUKlWKDz/8kC5dugAQHh5Oz5498fX1pWLFisyZMyfLc6enpzNw4EC8vb3x8PCgQYMGREZGAtCqVSsWLFgAZF6WdOXKFVQqFQaDATB3opUqVcLV1ZWKFSuyZMkSy2NbtWrF+vXr8/eXIoQQQgirZPwgRNGnKewGCFEYTp06RbVq1Sy3t27dSqdOnXBxccny8SaTie7du/Pcc8+xdOlSbty4Qbt27ahWrRodO3bM8NjQ0FASEhK4fv069vb2nDhxwnKlN7dSUlIYOXIkR44coVq1akRERBAbG2s5XqNGDa5cuUJiYiJubm4PdG4hhBBC5I2MH4Qo+mQGVzyW4uPjcXV1tdyOiYnB398/28cfOXKE27dv89FHH2FnZ0elSpV45ZVX+PXXXzM91tbWlpiYGC5evIiNjQ316tXLUyeiVqs5ffo0aWlp+Pv78+STT1qO3Wl7fHz8A59XCCGEEHkj4wchij4JcMVjydPTk6SkJMttb29vIiIisn381atXCQ8Px8PDw/IzZcoUy9Khew0aNIiOHTvSt29fypQpw5gxY9Dr9Q/UPmdnZ5YtW8b8+fPx9/ena9eunDt3znL8Tts9PDwe6LxCCCGEyDsZPwhR9EmAKx5LtWvX5vz585bb7dq1488//yQlJSXLxwcGBlKxYkXi4+MtP0lJSWzYsCHTY21tbZkwYQJ///03+/fvZ926dSxatCjT45ydnUlNTbXcvnXrVobjHTt2ZMuWLURERFC9enVeeeUVy7GzZ89SoUIFWV4khBBCPEIyfhCi6JMAVzyWunTpwq5duyy3Bw0aRGBgID179uTcuXOYTCZiYmKYMmUKGzZs4JlnnsHV1ZXPPvuMtLQ0jEYjp0+f5siRI5nOvWPHDk6dOoXRaMTNzQ1bW1vU6swftTp16rB7926uXbtGQkICU6dOtRyLjIxk9erVpKSkYG9vj4uLS4Zz7Nq1i86dO+fzb0UIIYQQ1sj4QYiiTwJc8VgaPHgwGzZsIC0tDQB7e3u2bt1K9erVad++PW5ubjzzzDNER0fTsGFDbGxsWLduHSdOnKBixYr4+PgwbNgwEhISMp371q1b9OrVCzc3N2rUqEHLli0ZNGhQpse1b9+ePn36ULt2berVq0e3bt0sx0wmEzNnzqRMmTJ4eXmxa9cuvvnmG8vxpUuXZqjBJ4QQQoiCJ+MHIYo+laIoSmE3QojCMG7cOEqVKsXo0aMLuykPZO3atSxevJjly5cXdlOEEEKIx46MH4Qo2iTAFUIIIYQQQghRIsgSZSGEEEIIIYQQJYIEuEIIIYQQQgghSgQJcIUQQgghhBBClAgS4AohhBBCCCGEKBEkwBVCCCGEEEIIUSJIgCuEEEIIIYQQokSQAFcIIYQQQgghRIkgAa4QQgghhBBCiBLh/zPCVceTFK3vAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x288 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "netf= lambda x : my_predict(norm_l(x),W1_tmp, b1_tmp, W2_tmp, b2_tmp)\n",
    "plt_network(X,Y,netf)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Congratulations!\n",
    "You have built a small neural network in NumPy. \n",
    "Hopefully this lab revealed the fairly simple and familiar functions which make up a layer in a neural network. "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
